premise
string | hypothesis
string | label
int64 |
|---|---|---|
| IC-LKESM | hp | hpdct-25hpdct-49 | dct-25dct-49 | jd | |
| --- | --- | --- | --- | --- | --- |
| 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.24330.1946<br>0.25190.2151<br>0.44590.4185<br>0.32490.2898<br>0.37840.2676 | 0.3164<br>0.3748<br>0.5871<br>0.4090<br>0.3073 | 0.31420.2433<br>0.37310.3748<br>0.63430.5871<br>0.43650.4090<br>0.31850.3073 | 0.14090.1677<br>0.23750.2747<br>0.33230.3411<br>0.27400.2857<br>0.21120.2263 | 0.1677<br>0.2747<br>0.3411<br>0.2857<br>0.2263 |
| 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.22890.2178<br>0.17510.1590<br>0.17130.1612<br>0.30130.2723<br>0.25460.2524 | 0.2809<br>0.2324<br>0.2670<br>0.3575<br>0.2882 | 0.29800.2809<br>0.24680.2324<br>0.29080.2670<br>0.37800.3575<br>0.31770.2882 | 0.20660.2067<br>16040.1731<br>0.15840.1654<br>0.26120.2523<br>0.20740.2168 | 0.2067<br>0.1731<br>0.1654<br>0.2523<br>0.2168 |
| 1,2<br>2,3<br>3,4<br>4,5 | 0.29450.2817<br>0.32790.3105<br>0.32690.3144<br>0.35000.3400 | 0.4951<br>0.5394<br>0.5716<br>0.6497 | 0.50140.4951<br>0.54990.5394<br>0.58460.5716<br>0.67230.6497 | 0.22040.2457<br>0.20400.2097<br>0.44440.4741<br>0.35420.3899 | 0.2457<br>0.2097<br>0.4741<br>0.3899 |
|
| 1,2<br>2,3<br>4,5<br>5,6 | 6.31631.3642<br>1.73020.7730<br>1.750.9822<br>1.110.7538 | 0.4547<br>0.3936<br>0.6739<br>0.7124 | 0.49200.4547<br>0.39830.3936<br>0.73120.6739<br>0.69520.7124 | 0.40720.4930<br>0.37010.4959<br>1.01351.0944<br>0.85120.8067 | 0.4930<br>0.4959<br>1.0944<br>0.8067 |
| --- | --- | --- | --- | --- | --- |
| 1,2 | 0.34770.3117 | 0.4117 | 0.43180.4318 | 0.39990.4063 | 0.4063 |
| 1
|
| IC-LKESM | hp | hpdct-25hpdct-49 | dct-25dct-49 | jd | |
| --- | --- | --- | --- | --- | --- |
| 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.24330.1946<br>0.25190.2151<br>0.44590.4185<br>0.32490.2898<br>0.37840.2676 | 0.3164<br>0.3748<br>0.5871<br>0.4090<br>0.3073 | 0.31420.2433<br>0.37310.3748<br>0.63430.5871<br>0.43650.4090<br>0.31850.3073 | 0.14090.1677<br>0.23750.2747<br>0.33230.3411<br>0.27400.2857<br>0.21120.2263 | 0.1677<br>0.2747<br>0.3411<br>0.2857<br>0.2263 |
| 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.22890.2178<br>0.17510.1590<br>0.17130.1612<br>0.30130.2723<br>0.25460.2524 | 0.2809<br>0.2324<br>0.2670<br>0.3575<br>0.2882 | 0.29800.2809<br>0.24680.2324<br>0.29080.2670<br>0.37800.3575<br>0.31770.2882 | 0.20660.2067<br>16040.1731<br>0.15840.1654<br>0.26120.2523<br>0.20740.2168 | 0.2067<br>0.1731<br>0.1654<br>0.2523<br>0.2168 |
| 1,2<br>2,3<br>3,4<br>4,5 | 0.29450.2817<br>0.32790.3105<br>0.32690.3144<br>0.35000.3400 | 0.4951<br>0.5394<br>0.5716<br>0.6497 | 0.50140.4951<br>0.54990.5394<br>0.58460.5716<br>0.67230.6497 | 0.22040.2457<br>0.20400.2097<br>0.44440.4741<br>0.35420.3899 | 0.2457<br>0.2097<br>0.4741<br>0.3899 |
|
| H1 | H2open | SNE | SAD | SMD | SDV | SCC | SPL | SAPD | SED | SCL |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 199 | 125302 | 1049866 | 6.62 | 343 | 100.15 | 0.306 | 2.245 | 7.69 | 9 | 7.46 |
| 59.7<br>40.7<br>32.1<br>29.5<br>27.0 | 3257.2<br>744.0<br>325.7<br>199.2<br>140.7 | 1049774<br>1049813<br>1050066<br>1049869<br>1049849 | 6.62<br>6.62<br>6.62<br>6.62<br>6.62 | 342.3<br>343.5<br>343.4<br>345.9<br>345.4 | 100.73<br>101.26<br>101.73<br>102.07<br>102.29 | 0.279<br>0.255<br>0.235<br>0.219<br>0.205 | 2.213<br>2.189<br>2.173<br>2.163<br>2.155 | 7.66<br>7.56<br>7.46<br>7.45<br>7.34 | 9.3<br>9.1<br>9.0<br>9.0<br>9.0 | 7.43<br>7.33<br>7.25<br>7.24<br>7.15 |
| 153 | 113338 | 925872 | 5.53 | 549 | 33.20 | 0.205 | 2.336 | 12.75 | 16 | 12.10 |
| 30.2<br>22.8<br>17.8<br>17.2<br>15.2 | 2209.1<br>452.4<br>188.4<br>118.8<br>82.4 | 925831<br>925928<br>925802<br>925660<br>925950 | 5.53<br>5.53<br>5.53<br>5.53<br>5.53 | 551.5<br>550.2<br>543.9<br>550.0<br>551.8 | 33.83<br>34.40<br>34.79<br>35.11<br>35.43 | 0.197<br>0.182<br>0.167<br>0.154<br>0.142 | 2.321<br>2.306<br>2.296<br>2.289<br>2.282 | 12.38<br>11.88<br>11.60<br>11.33<br>11.13 | 16.1<br>15.3<br>15.0<br>14.4<br>14.1 | 11.72<br>11.28<br>11.04<br>10.81<br>10.62 |
| 978 | 321724 | 2987624 | 5.27 | 28754 | 2576.0 | 0.0062 | 2.429 | 6.07 | 8 | 6.79 |
| 114.4<br>84.2<br>71.4<br>65.3<br>62.8 | 4428.8<br>1419.2<br>814.4<br>595.5<br>513.7 | 2987898<br>2987342<br>2987706<br>2987468<br>2987771 | 5.27<br>5.26<br>5.27<br>5.26<br>5.27 | 28759<br>28754<br>28745<br>28749<br>28761 | 2576<br>2576<br>2577<br>2577<br>2578 | 0.0065<br>0.0064<br>0.0062<br>0.0060<br>0.0058 | 2.373<br>2.319<br>2.287<br>2.265<br>2.251 | 6.19<br>6.02<br>5.97<br>5.96<br>5.89 | 7.8<br>7.2<br>7.1<br>7.1<br>7.1 | 5.97<br>5.82<br>5.78<br>5.77<br>5.71 |
| 0
|
| IC-LKESM | hp | hpdct-25hpdct-49 | dct-25dct-49 | jd | |
| --- | --- | --- | --- | --- | --- |
| 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.24330.1946<br>0.25190.2151<br>0.44590.4185<br>0.32490.2898<br>0.37840.2676 | 0.3164<br>0.3748<br>0.5871<br>0.4090<br>0.3073 | 0.31420.2433<br>0.37310.3748<br>0.63430.5871<br>0.43650.4090<br>0.31850.3073 | 0.14090.1677<br>0.23750.2747<br>0.33230.3411<br>0.27400.2857<br>0.21120.2263 | 0.1677<br>0.2747<br>0.3411<br>0.2857<br>0.2263 |
| 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.22890.2178<br>0.17510.1590<br>0.17130.1612<br>0.30130.2723<br>0.25460.2524 | 0.2809<br>0.2324<br>0.2670<br>0.3575<br>0.2882 | 0.29800.2809<br>0.24680.2324<br>0.29080.2670<br>0.37800.3575<br>0.31770.2882 | 0.20660.2067<br>16040.1731<br>0.15840.1654<br>0.26120.2523<br>0.20740.2168 | 0.2067<br>0.1731<br>0.1654<br>0.2523<br>0.2168 |
| 1,2<br>2,3<br>3,4<br>4,5 | 0.29450.2817<br>0.32790.3105<br>0.32690.3144<br>0.35000.3400 | 0.4951<br>0.5394<br>0.5716<br>0.6497 | 0.50140.4951<br>0.54990.5394<br>0.58460.5716<br>0.67230.6497 | 0.22040.2457<br>0.20400.2097<br>0.44440.4741<br>0.35420.3899 | 0.2457<br>0.2097<br>0.4741<br>0.3899 |
|
| 1,2<br>2,3<br>4,5<br>5,6 | 6.31631.3642<br>1.73020.7730<br>1.750.9822<br>1.110.7538 | 0.4547<br>0.3936<br>0.6739<br>0.7124 | 0.49200.4547<br>0.39830.3936<br>0.73120.6739<br>0.69520.7124 | 0.40720.4930<br>0.37010.4959<br>1.01351.0944<br>0.85120.8067 | 0.4930<br>0.4959<br>1.0944<br>0.8067 |
| --- | --- | --- | --- | --- | --- |
| 1,2 | 0.34770.3117 | 0.4117 | 0.43180.4318 | 0.39990.4063 | 0.4063 |
| 1
|
| IC-LKESM | hp | hpdct-25hpdct-49 | dct-25dct-49 | jd | |
| --- | --- | --- | --- | --- | --- |
| 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.24330.1946<br>0.25190.2151<br>0.44590.4185<br>0.32490.2898<br>0.37840.2676 | 0.3164<br>0.3748<br>0.5871<br>0.4090<br>0.3073 | 0.31420.2433<br>0.37310.3748<br>0.63430.5871<br>0.43650.4090<br>0.31850.3073 | 0.14090.1677<br>0.23750.2747<br>0.33230.3411<br>0.27400.2857<br>0.21120.2263 | 0.1677<br>0.2747<br>0.3411<br>0.2857<br>0.2263 |
| 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.22890.2178<br>0.17510.1590<br>0.17130.1612<br>0.30130.2723<br>0.25460.2524 | 0.2809<br>0.2324<br>0.2670<br>0.3575<br>0.2882 | 0.29800.2809<br>0.24680.2324<br>0.29080.2670<br>0.37800.3575<br>0.31770.2882 | 0.20660.2067<br>16040.1731<br>0.15840.1654<br>0.26120.2523<br>0.20740.2168 | 0.2067<br>0.1731<br>0.1654<br>0.2523<br>0.2168 |
| 1,2<br>2,3<br>3,4<br>4,5 | 0.29450.2817<br>0.32790.3105<br>0.32690.3144<br>0.35000.3400 | 0.4951<br>0.5394<br>0.5716<br>0.6497 | 0.50140.4951<br>0.54990.5394<br>0.58460.5716<br>0.67230.6497 | 0.22040.2457<br>0.20400.2097<br>0.44440.4741<br>0.35420.3899 | 0.2457<br>0.2097<br>0.4741<br>0.3899 |
|
| 30.2<br>22.8<br>17.8<br>17.2<br>15.2 | 2209.1<br>452.4<br>188.4<br>118.8<br>82.4 | 925831<br>925928<br>925802<br>925660<br>925950 | 5.53<br>5.53<br>5.53<br>5.53<br>5.53 | 551.5<br>550.2<br>543.9<br>550.0<br>551.8 | 33.83<br>34.40<br>34.79<br>35.11<br>35.43 | 0.197<br>0.182<br>0.167<br>0.154<br>0.142 | 2.321<br>2.306<br>2.296<br>2.289<br>2.282 | 12.38<br>11.88<br>11.60<br>11.33<br>11.13 | 16.1<br>15.3<br>15.0<br>14.4<br>14.1 | 11.72<br>11.28<br>11.04<br>10.81<br>10.62 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 978 | 321724 | 2987624 | 5.27 | 28754 | 2576.0 | 0.0062 | 2.429 | 6.07 | 8 | 6.79 |
| 114.4<br>84.2<br>71.4<br>65.3<br>62.8 | 4428.8<br>1419.2<br>814.4<br>595.5<br>513.7 | 2987898<br>2987342<br>2987706<br>2987468<br>2987771 | 5.27<br>5.26<br>5.27<br>5.26<br>5.27 | 28759<br>28754<br>28745<br>28749<br>28761 | 2576<br>2576<br>2577<br>2577<br>2578 | 0.0065<br>0.0064<br>0.0062<br>0.0060<br>0.0058 | 2.373<br>2.319<br>2.287<br>2.265<br>2.251 | 6.19<br>6.02<br>5.97<br>5.96<br>5.89 | 7.8<br>7.2<br>7.1<br>7.1<br>7.1 | 5.97<br>5.82<br>5.78<br>5.77<br>5.71 |
| 0
|
| n=50 | n=100 | n=200 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| h | avg. | max. | avg. | max. | avg. | max. | max.states |
| 1 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 2 |
| 2 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 5 |
| 3 | 0 | 0.01 | 0 | 0.01 | 0.01 | 0.01 | 15 |
|
| 4 | 0 | 0.01 | 0.01 | 0.01 | 0.02 | 0.03 | 51 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 5 | 0.01 | 0.02 | 0.04 | 0.06 | 0.09 | 0.12 | 188 |
| 6 | 0.03 | 0.05 | 0.15 | 0.21 | 0.36 | 0.5 | 731 |
| 7 | 0.11 | 0.19 | 0.58 | 0.98 | 1.55 | 2.35 | 2950 |
| 8 | 0.36 | 0.57 | 2.3 | 3.9 | 7.16 | 8.03 | 12235 |
| 9 | 1.2 | 2.4 | 10.74 | 13.8 | 33.97 | 55.2 | 51822 |
| 10 | 4,46 | 14.05 | 49.63 | 87.13 | - | - | 222616 |
| 11 | 16,92 | 52.41 | - | - | - | - | 771128 |
| 1
|
| n=50 | n=100 | n=200 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| h | avg. | max. | avg. | max. | avg. | max. | max.states |
| 1 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 2 |
| 2 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 5 |
| 3 | 0 | 0.01 | 0 | 0.01 | 0.01 | 0.01 | 15 |
|
| n=50 | n=100 | n=200 | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| nopre-proc. | pre-proc. | nopre-proc. | pre-proc. | nopre-proc. | pre-proc. | max. | | | | | | | |
| h | avg. | max. | avg. | max. | avg. | max. | avg. | max. | avg. | max. | avg. | max. | states |
| 1 | 0 | 0.01 | 0 | 0.01 | 0 | 0.02 | 0 | 0.01 | 0 | 0.02 | 0 | 0.02 | 2 |
| 2 | 0 | 0.01 | 0 | 0 | 0 | 0.04 | 0 | 0.02 | 0 | 0.05 | 0 | 0.03 | 6 |
| 3 | 0 | 0.01 | 0 | 0 | 0.01 | 0.01 | 0 | 0.02 | 0.01 | 0.02 | 0.01 | 0.06 | 24 |
| 4 | 0.02 | 0.04 | 0.01 | 0.01 | 0.04 | 0.06 | 0.02 | 0.03 | 0.08 | 0.11 | 0.04 | 0.06 | 112 |
| 5 | 0.12 | 0.18 | 0.05 | 0.08 | 0.27 | 0.33 | 0.12 | 0.18 | 0.51 | 0.65 | 0.27 | 0.4 | 568 |
| 6 | 0.76 | 1.09 | 0.26 | 0.42 | 1.72 | 2.52 | 0.78 | 1.23 | 3.56 | 4.84 | 1.78 | 2.73 | 3032 |
| 7 | 4.67 | 8.13 | 1.32 | 3.38 | 12.18 | 16.27 | 4.93 | 7.17 | 25.71 | 27.89 | 13.45 | 15.06 | 16768 |
| 8 | 42.18 | 72.01 | 7.66 | 19.74 | 114.11 | 136.28 | 50.78 | 69.6 | 242.49 | 269.56 | 116.55 | 131.73 | 95200 |
| 0
|
| n=50 | n=100 | n=200 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| h | avg. | max. | avg. | max. | avg. | max. | max.states |
| 1 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 2 |
| 2 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 5 |
| 3 | 0 | 0.01 | 0 | 0.01 | 0.01 | 0.01 | 15 |
| 4 | 0 | 0.01 | 0.01 | 0.01 | 0.02 | 0.03 | 51 |
|
| 5 | 0.01 | 0.02 | 0.04 | 0.06 | 0.09 | 0.12 | 188 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 6 | 0.03 | 0.05 | 0.15 | 0.21 | 0.36 | 0.5 | 731 |
| 7 | 0.11 | 0.19 | 0.58 | 0.98 | 1.55 | 2.35 | 2950 |
| 8 | 0.36 | 0.57 | 2.3 | 3.9 | 7.16 | 8.03 | 12235 |
| 9 | 1.2 | 2.4 | 10.74 | 13.8 | 33.97 | 55.2 | 51822 |
| 10 | 4,46 | 14.05 | 49.63 | 87.13 | - | - | 222616 |
| 11 | 16,92 | 52.41 | - | - | - | - | 771128 |
| 1
|
| n=50 | n=100 | n=200 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| h | avg. | max. | avg. | max. | avg. | max. | max.states |
| 1 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 2 |
| 2 | 0 | 0.01 | 0 | 0.01 | 0 | 0.01 | 5 |
| 3 | 0 | 0.01 | 0 | 0.01 | 0.01 | 0.01 | 15 |
| 4 | 0 | 0.01 | 0.01 | 0.01 | 0.02 | 0.03 | 51 |
|
| 7 | 4.67 | 8.13 | 1.32 | 3.38 | 12.18 | 16.27 | 4.93 | 7.17 | 25.71 | 27.89 | 13.45 | 15.06 | 16768 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 8 | 42.18 | 72.01 | 7.66 | 19.74 | 114.11 | 136.28 | 50.78 | 69.6 | 242.49 | 269.56 | 116.55 | 131.73 | 95200 |
| 0
|
| Algorithm | NMSE(dB) | ComputationTime(sec) |
| --- | --- | --- |
| HMT+IRWL1 | -14.37 | 363 |
| CoSaMP | -16.90 | 25 |
| ModelCS | -17.45 | 117 |
|
| BG-AMP | -17.84 | 68 |
| --- | --- | --- |
| SPGL1 | -18.06 | 536 |
| VB | -19.04 | 107 |
| MCMC | -20.10 | 742 |
| Turbo-BG | -20.49 | 51 |
| Turbo-GM | -20.74 | 51 |
| 1
|
| Algorithm | NMSE(dB) | ComputationTime(sec) |
| --- | --- | --- |
| HMT+IRWL1 | -14.37 | 363 |
| CoSaMP | -16.90 | 25 |
| ModelCS | -17.45 | 117 |
|
| | Algorithm | Symm | Asymm | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| LCC | SROCC | RMSE | LCC | SROCC | RMSE | | |
| VQUEMODES | SBIQE | 0.9000 | 0.8913 | 4.5900 | 0.8532 | 0.8234 | 7.1376 |
| BRISQUE | 0.9125 | 0.9013 | 4.3980 | 0.8792 | 0.8489 | 6.8563 | |
| NIQE | 0.9285 | 0.9236 | 3.9852 | 0.8955 | 0.8490 | 6.9563 | |
| 0
|
| Algorithm | NMSE(dB) | ComputationTime(sec) |
| --- | --- | --- |
| HMT+IRWL1 | -14.37 | 363 |
| CoSaMP | -16.90 | 25 |
| ModelCS | -17.45 | 117 |
| BG-AMP | -17.84 | 68 |
| SPGL1 | -18.06 | 536 |
|
| VB | -19.04 | 107 |
| --- | --- | --- |
| MCMC | -20.10 | 742 |
| Turbo-BG | -20.49 | 51 |
| Turbo-GM | -20.74 | 51 |
| 1
|
| Algorithm | NMSE(dB) | ComputationTime(sec) |
| --- | --- | --- |
| HMT+IRWL1 | -14.37 | 363 |
| CoSaMP | -16.90 | 25 |
| ModelCS | -17.45 | 117 |
| BG-AMP | -17.84 | 68 |
| SPGL1 | -18.06 | 536 |
|
| VQUEMODES | SBIQE | 0.9000 | 0.8913 | 4.5900 | 0.8532 | 0.8234 | 7.1376 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| BRISQUE | 0.9125 | 0.9013 | 4.3980 | 0.8792 | 0.8489 | 6.8563 | |
| NIQE | 0.9285 | 0.9236 | 3.9852 | 0.8955 | 0.8490 | 6.9563 | |
| 0
|
| Algorithms | Normal | Probe | DoS | U2R | R2L |
| --- | --- | --- | --- | --- | --- |
| DecisionTree | 95.63 | 95.47 | 99.02 | 6.25 | 8.27 |
| Adaboost | 96.17 | 96.62 | 99.85 | 20.34 | 19.68 |
| RF | 96.28 | 95.85 | 100 | 12.19 | 14.51 |
| SVM | 97.72 | 97.55 | 99.78 | 12.49 | 12.72 |
|
| GBDT | 98.54 | 98.79 | 100 | 27.65 | 21.45 |
| --- | --- | --- | --- | --- | --- |
| Proposedalgorithm | 99.02 | 99.63 | 100 | 57.46 | 23.84 |
| 1
|
| Algorithms | Normal | Probe | DoS | U2R | R2L |
| --- | --- | --- | --- | --- | --- |
| DecisionTree | 95.63 | 95.47 | 99.02 | 6.25 | 8.27 |
| Adaboost | 96.17 | 96.62 | 99.85 | 20.34 | 19.68 |
| RF | 96.28 | 95.85 | 100 | 12.19 | 14.51 |
| SVM | 97.72 | 97.55 | 99.78 | 12.49 | 12.72 |
|
| | NSL-KDD | UNSW-NB15 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| ACC | PPV | TPR | ACC | PPV | TPR | |
| DecisionTree | 87.91 | 63.62 | 68.50 | 93.78 | 76.42 | 68.92 |
| K-means | 82.78 | 84.96 | 56.95 | 87.05 | 74.01 | 35.23 |
| KNeighboursClassifier | 88.56 | 77.19 | 71.39 | 94.31 | 77.42 | 71.52 |
| LogisticRegression | 89.52 | 62.04 | 73.79 | 92.52 | 71.05 | 62.61 |
| MultilayerPerceptron(MLP) | 87.91 | 63.62 | 68.5 | 90.16 | 76.72 | 75.39 |
| GaussianNaiveBayes | 88.33 | 73.98 | 41.67 | 88.34 | 73.98 | 41.67 |
| MultinomialNaiveBayes | 83.96 | 65.52 | 59.90 | 90.97 | 55.40 | 54.86 |
| BernoulliNaiveBayes | 74.60 | 87.47 | 36.49 | 91.31 | 55.07 | 56.52 |
| RandomForestClassifier | 88.39 | 71.21 | 70.99 | 94.44 | 80.29 | 72.21 |
| SupportVectorMachine(SVM) | 88.32 | 64.70 | 70.80 | 93.38 | 76.91 | 66.90 |
| OurProposedDeepLearningApproach | 90.99 | 81.95 | 77.48 | 95.84 | 83.40 | 79.19 |
| 0
|
| Algorithms | Normal | Probe | DoS | U2R | R2L |
| --- | --- | --- | --- | --- | --- |
| DecisionTree | 95.63 | 95.47 | 99.02 | 6.25 | 8.27 |
| Adaboost | 96.17 | 96.62 | 99.85 | 20.34 | 19.68 |
|
| RF | 96.28 | 95.85 | 100 | 12.19 | 14.51 |
| --- | --- | --- | --- | --- | --- |
| SVM | 97.72 | 97.55 | 99.78 | 12.49 | 12.72 |
| GBDT | 98.54 | 98.79 | 100 | 27.65 | 21.45 |
| Proposedalgorithm | 99.02 | 99.63 | 100 | 57.46 | 23.84 |
| 1
|
| Algorithms | Normal | Probe | DoS | U2R | R2L |
| --- | --- | --- | --- | --- | --- |
| DecisionTree | 95.63 | 95.47 | 99.02 | 6.25 | 8.27 |
| Adaboost | 96.17 | 96.62 | 99.85 | 20.34 | 19.68 |
|
| MultilayerPerceptron(MLP) | 87.91 | 63.62 | 68.5 | 90.16 | 76.72 | 75.39 |
| --- | --- | --- | --- | --- | --- | --- |
| GaussianNaiveBayes | 88.33 | 73.98 | 41.67 | 88.34 | 73.98 | 41.67 |
| MultinomialNaiveBayes | 83.96 | 65.52 | 59.90 | 90.97 | 55.40 | 54.86 |
| BernoulliNaiveBayes | 74.60 | 87.47 | 36.49 | 91.31 | 55.07 | 56.52 |
| RandomForestClassifier | 88.39 | 71.21 | 70.99 | 94.44 | 80.29 | 72.21 |
| SupportVectorMachine(SVM) | 88.32 | 64.70 | 70.80 | 93.38 | 76.91 | 66.90 |
| OurProposedDeepLearningApproach | 90.99 | 81.95 | 77.48 | 95.84 | 83.40 | 79.19 |
| 0
|
| primari | ssu | thebes |
| --- | --- | --- |
| confucius | morality | romana |
| goodness | timpul | tarii |
|
| cynical | tub | crates |
| --- | --- | --- |
| phila | transaction | corporeal |
| 1
|
| primari | ssu | thebes |
| --- | --- | --- |
| confucius | morality | romana |
| goodness | timpul | tarii |
|
| Cluster |
| --- |
| Location |
| Composition |
| Catholicism |
| Others |
| Abstract |
| Specific |
| Scientist |
| Businessman |
| Writer |
| 0
|
| primari | ssu | thebes |
| --- | --- | --- |
| confucius | morality | romana |
| goodness | timpul | tarii |
|
| cynical | tub | crates |
| --- | --- | --- |
| phila | transaction | corporeal |
| 1
|
| primari | ssu | thebes |
| --- | --- | --- |
| confucius | morality | romana |
| goodness | timpul | tarii |
|
| Others |
| --- |
| Abstract |
| Specific |
| Scientist |
| Businessman |
| Writer |
| 0
|
| DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 1.53e+001<br>1.61e+001<br>3.02e+001<br>1.97e+001 | 266<br>10<br>16<br>- | 1.00e+000<br>3.05e+001<br>4.09e+001<br>- | 7.3218e+002<br>7.3219e+002<br>7.3233e+002<br>7.3236e+002 |
| ogl-dct-1000-10000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 3.30e+001<br>3.16e+001<br>7.27e+001<br>3.67e+001 | 330<br>10<br>24<br>- | 1.00e+000<br>3.10e+001<br>3.25e+001<br>- | 1.2707e+003<br>1.2708e+003<br>1.2708e+003<br>1.2709e+003 |
| ogl-dct-1000-15000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 4.83e+001<br>5.40e+001<br>8.64e+001<br>9.91e+001 | 328<br>15<br>23<br>- | 1.00e+000<br>2.52e+001<br>2.66e+001<br>- | 2.2444e+003<br>2.2444e+003<br>2.2449e+003<br>2.2467e+003 |
|
| ogl-dct-1000-20000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 8.09e+001<br>8.09e+001<br>1.48e+002<br>2.55e+002 | 463<br>16<br>26<br>- | 1.00e+000<br>2.88e+001<br>2.93e+001<br>- | 2.6340e+003<br>2.6340e+003<br>2.6342e+003<br>2.6357e+003 |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-25000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 7.48e+001<br>1.15e+002<br>2.09e+002<br>1.38e+002 | 309<br>30<br>38<br>- | 1.00e+000<br>1.83e+001<br>2.30e+001<br>- | 3.5566e+003<br>3.5566e+003<br>3.5568e+003<br>3.5571e+003 |
| ogl-dct-1000-30000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 9.99e+001<br>1.55e+002<br>2.60e+002<br>1.07e+002 | 359<br>29<br>39<br>- | 1.00e+000<br>2.17e+001<br>2.25e+001<br>- | 3.7057e+003<br>3.7057e+003<br>3.7060e+003<br>3.7063e+003 |
| 1
|
| DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 1.53e+001<br>1.61e+001<br>3.02e+001<br>1.97e+001 | 266<br>10<br>16<br>- | 1.00e+000<br>3.05e+001<br>4.09e+001<br>- | 7.3218e+002<br>7.3219e+002<br>7.3233e+002<br>7.3236e+002 |
| ogl-dct-1000-10000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 3.30e+001<br>3.16e+001<br>7.27e+001<br>3.67e+001 | 330<br>10<br>24<br>- | 1.00e+000<br>3.10e+001<br>3.25e+001<br>- | 1.2707e+003<br>1.2708e+003<br>1.2708e+003<br>1.2709e+003 |
| ogl-dct-1000-15000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 4.83e+001<br>5.40e+001<br>8.64e+001<br>9.91e+001 | 328<br>15<br>23<br>- | 1.00e+000<br>2.52e+001<br>2.66e+001<br>- | 2.2444e+003<br>2.2444e+003<br>2.2449e+003<br>2.2467e+003 |
|
| DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | FISTA-p<br>FISTA<br>ADAL | 1.83e+001<br>2.49e+001<br>1.35e+001 | 12<br>24<br>181 | 2.34e+001<br>2.51e+001<br>1.00e+000 | 8.4892e+002<br>8.4893e+002<br>8.4892e+002 |
| ogl-dct-1000-10000-1 | FISTA-p<br>FISTA<br>ADAL | 3.16e+001<br>6.33e+001<br>4.43e+001 | 14<br>44<br>270 | 1.73e+001<br>1.74e+001<br>1.00e+000 | 1.4887e+003<br>1.4887e+003<br>1.4887e+003 |
| ogl-dct-1000-15000-1 | FISTA-p<br>FISTA<br>ADAL | 4.29e+001<br>9.73e+001<br>5.37e+001 | 14<br>54<br>216 | 1.51e+001<br>1.32e+001<br>1.00e+000 | 2.7506e+003<br>2.7506e+003<br>2.7506e+003 |
| ogl-dct-1000-20000-1 | FISTA-p<br>FISTA<br>ADAL | 7.53e+001<br>1.81e+002<br>1.57e+002 | 13<br>64<br>390 | 2.06e+001<br>1.61e+001<br>1.00e+000 | 3.3416e+003<br>3.3415e+003<br>3.3415e+003 |
| ogl-dct-1000-25000-1 | FISTA-p<br>FISTA<br>ADAL | 7.41e+001<br>1.76e+002<br>8.79e+001 | 15<br>89<br>231 | 1.47e+001<br>8.64e+000<br>1.00e+000 | 4.1987e+003<br>4.1987e+003<br>4.1987e+003 |
| ogl-dct-1000-30000-1 | FISTA-p<br>FISTA<br>ADAL | 8.95e+001<br>2.24e+002<br>1.12e+002 | 14<br>94<br>249 | 1.58e+001<br>8.54e+000<br>1.00e+000 | 4.6111e+003<br>4.6111e+003<br>4.6111e+003 |
| 0
|
| DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 1.53e+001<br>1.61e+001<br>3.02e+001<br>1.97e+001 | 266<br>10<br>16<br>- | 1.00e+000<br>3.05e+001<br>4.09e+001<br>- | 7.3218e+002<br>7.3219e+002<br>7.3233e+002<br>7.3236e+002 |
|
| ogl-dct-1000-10000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 3.30e+001<br>3.16e+001<br>7.27e+001<br>3.67e+001 | 330<br>10<br>24<br>- | 1.00e+000<br>3.10e+001<br>3.25e+001<br>- | 1.2707e+003<br>1.2708e+003<br>1.2708e+003<br>1.2709e+003 |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-15000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 4.83e+001<br>5.40e+001<br>8.64e+001<br>9.91e+001 | 328<br>15<br>23<br>- | 1.00e+000<br>2.52e+001<br>2.66e+001<br>- | 2.2444e+003<br>2.2444e+003<br>2.2449e+003<br>2.2467e+003 |
| ogl-dct-1000-20000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 8.09e+001<br>8.09e+001<br>1.48e+002<br>2.55e+002 | 463<br>16<br>26<br>- | 1.00e+000<br>2.88e+001<br>2.93e+001<br>- | 2.6340e+003<br>2.6340e+003<br>2.6342e+003<br>2.6357e+003 |
| ogl-dct-1000-25000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 7.48e+001<br>1.15e+002<br>2.09e+002<br>1.38e+002 | 309<br>30<br>38<br>- | 1.00e+000<br>1.83e+001<br>2.30e+001<br>- | 3.5566e+003<br>3.5566e+003<br>3.5568e+003<br>3.5571e+003 |
| ogl-dct-1000-30000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 9.99e+001<br>1.55e+002<br>2.60e+002<br>1.07e+002 | 359<br>29<br>39<br>- | 1.00e+000<br>2.17e+001<br>2.25e+001<br>- | 3.7057e+003<br>3.7057e+003<br>3.7060e+003<br>3.7063e+003 |
| 1
|
| DataSets | Algs | CPU(s) | Iters | AvgSub-iters | F(x) |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-5000-1 | ADAL<br>FISTA-p<br>FISTA<br>ProxFlow | 1.53e+001<br>1.61e+001<br>3.02e+001<br>1.97e+001 | 266<br>10<br>16<br>- | 1.00e+000<br>3.05e+001<br>4.09e+001<br>- | 7.3218e+002<br>7.3219e+002<br>7.3233e+002<br>7.3236e+002 |
|
| ogl-dct-1000-10000-1 | FISTA-p<br>FISTA<br>ADAL | 3.16e+001<br>6.33e+001<br>4.43e+001 | 14<br>44<br>270 | 1.73e+001<br>1.74e+001<br>1.00e+000 | 1.4887e+003<br>1.4887e+003<br>1.4887e+003 |
| --- | --- | --- | --- | --- | --- |
| ogl-dct-1000-15000-1 | FISTA-p<br>FISTA<br>ADAL | 4.29e+001<br>9.73e+001<br>5.37e+001 | 14<br>54<br>216 | 1.51e+001<br>1.32e+001<br>1.00e+000 | 2.7506e+003<br>2.7506e+003<br>2.7506e+003 |
| ogl-dct-1000-20000-1 | FISTA-p<br>FISTA<br>ADAL | 7.53e+001<br>1.81e+002<br>1.57e+002 | 13<br>64<br>390 | 2.06e+001<br>1.61e+001<br>1.00e+000 | 3.3416e+003<br>3.3415e+003<br>3.3415e+003 |
| ogl-dct-1000-25000-1 | FISTA-p<br>FISTA<br>ADAL | 7.41e+001<br>1.76e+002<br>8.79e+001 | 15<br>89<br>231 | 1.47e+001<br>8.64e+000<br>1.00e+000 | 4.1987e+003<br>4.1987e+003<br>4.1987e+003 |
| ogl-dct-1000-30000-1 | FISTA-p<br>FISTA<br>ADAL | 8.95e+001<br>2.24e+002<br>1.12e+002 | 14<br>94<br>249 | 1.58e+001<br>8.54e+000<br>1.00e+000 | 4.6111e+003<br>4.6111e+003<br>4.6111e+003 |
| 0
|
| PartA |
| --- |
| MAEMSE |
|
| 181.8277.7 |
| --- |
| 110.2173.2 |
| 90.4135.0 |
| 73.6106.4 |
| 88.5147.6 |
| 1
|
| PartA |
| --- |
| MAEMSE |
|
| PartA | | |
| --- | --- | --- |
| MAE | MSE | MAE |
| 83.1 | 120.4 | 20.1 |
| 82.1 | 111.3 | 18.8 |
| 73.2 | 113.1 | 11.2 |
| 69.3 | 96.4 | 11.1 |
| 74.12 | 110.33 | 14.27 |
| 0
|
| PartA |
| --- |
| MAEMSE |
| 181.8277.7 |
|
| 110.2173.2 |
| --- |
| 90.4135.0 |
| 73.6106.4 |
| 88.5147.6 |
| 1
|
| PartA |
| --- |
| MAEMSE |
| 181.8277.7 |
|
| 73.2 | 113.1 | 11.2 |
| --- | --- | --- |
| 69.3 | 96.4 | 11.1 |
| 74.12 | 110.33 | 14.27 |
| 0
|
| Benchmark | #Trees | #Failures | | | |
| --- | --- | --- | --- | --- | --- |
| | | 1 | 10 | 100 | 1000 |
| Swaptions | 1 | 1.29 | 2.29 | 2.52 | n/a |
|
| Blackscholes | 100 | 1.00 | 1.03 | 1.24 | n/a |
| --- | --- | --- | --- | --- | --- |
| Fluidanimate | 3500 | 1.00 | 1.01 | 1.05 | n/a |
| Streamcluster | 53460 | 1.00 | 1.00 | 1.00 | 1.02 |
| 1
|
| Benchmark | #Trees | #Failures | | | |
| --- | --- | --- | --- | --- | --- |
| | | 1 | 10 | 100 | 1000 |
| Swaptions | 1 | 1.29 | 2.29 | 2.52 | n/a |
|
| Filter | GS | BF | BFG | BFPL | GF | AMF | RF | TF | RGF | MF | WMF | BM3D | L0 | RTV |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| InitGT | 27.75 | 25.50 | 25.67 | 27.85 | 28.21 | 27.36 | 27.80 | 28.75 | 30.06 | 26.01 | 33.00 | 32.27 | 26.86 | 25.34 |
| FinalGT | 41.70 | 45.27 | 35.78 | 32.97 | 51.05 | 47.82 | 28.63 | 27.61 | 44.18 | N/A | 22.98 | 38.67 | 28.32 | 30.21 |
| BestGT | 41.70 | 45.28 | 37.70 | 36.92 | 51.05 | 48.10 | 31.16 | 29.21 | 44.20 | 26.07 | 35.43 | 38.84 | 28.99 | 30.27 |
| InitDT | 36.62 | 33.12 | 32.72 | 33.36 | 32.49 | 30.66 | 29.11 | 26.85 | 37.27 | 37.08 | 35.72 | 38.61 | 31.70 | 34.84 |
| FinalDT | 79.07 | 80.49 | 64.21 | 54.32 | 87.94 | 53.02 | 60.22 | 36.00 | 45.55 | N/A | 35.65 | 57.50 | 36.51 | 45.10 |
| BestDT | 79.07 | 80.50 | 66.39 | 54.82 | 87.94 | 53.26 | 60.22 | 36.28 | 45.67 | 38.49 | 39.16 | 57.98 | 38.04 | 45.38 |
| 0
|
| Benchmark | #Trees | #Failures | | | |
| --- | --- | --- | --- | --- | --- |
| | | 1 | 10 | 100 | 1000 |
| Swaptions | 1 | 1.29 | 2.29 | 2.52 | n/a |
| Blackscholes | 100 | 1.00 | 1.03 | 1.24 | n/a |
|
| Fluidanimate | 3500 | 1.00 | 1.01 | 1.05 | n/a |
| --- | --- | --- | --- | --- | --- |
| Streamcluster | 53460 | 1.00 | 1.00 | 1.00 | 1.02 |
| 1
|
| Benchmark | #Trees | #Failures | | | |
| --- | --- | --- | --- | --- | --- |
| | | 1 | 10 | 100 | 1000 |
| Swaptions | 1 | 1.29 | 2.29 | 2.52 | n/a |
| Blackscholes | 100 | 1.00 | 1.03 | 1.24 | n/a |
|
| InitDT | 36.62 | 33.12 | 32.72 | 33.36 | 32.49 | 30.66 | 29.11 | 26.85 | 37.27 | 37.08 | 35.72 | 38.61 | 31.70 | 34.84 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| FinalDT | 79.07 | 80.49 | 64.21 | 54.32 | 87.94 | 53.02 | 60.22 | 36.00 | 45.55 | N/A | 35.65 | 57.50 | 36.51 | 45.10 |
| BestDT | 79.07 | 80.50 | 66.39 | 54.82 | 87.94 | 53.26 | 60.22 | 36.28 | 45.67 | 38.49 | 39.16 | 57.98 | 38.04 | 45.38 |
| 0
|
| Regions | WholeBrain | | | |
| --- | --- | --- | --- | --- |
| Contrasts | T1 | T1-IR | T2-FL | T1 |
| BCS | 28.77/0.854 | 30.92/0.922 | 29.40/0.788 | 27.80/0.816 |
| PANO | 32.82/0.928 | 32.81/0.953 | 33.48/0.926 | 30.83/0.893 |
| GBRWT | 33.16/0.939 | 33.10/0.958 | 33.91/0.943 | 31.00/0.896 |
| FCSA-MT | 32.59/0.934 | 34.73/0.967 | 31.57/0.915 | 31.12/0.899 |
| DIRN-5B | 36.48/0.967 | 37.54/0.978 | 34.52/0.935 | 33.87/0.935 |
|
| DFSN-5B | 37.17/0.969 | 39.80/0.984 | 35.71/0.949 | 34.77/0.942 |
| --- | --- | --- | --- | --- |
| DISN-5B | 37.65/0.972 | 40.54/0.985 | 36.53/0.955 | 35.01/0.943 |
| 1
|
| Regions | WholeBrain | | | |
| --- | --- | --- | --- | --- |
| Contrasts | T1 | T1-IR | T2-FL | T1 |
| BCS | 28.77/0.854 | 30.92/0.922 | 29.40/0.788 | 27.80/0.816 |
| PANO | 32.82/0.928 | 32.81/0.953 | 33.48/0.926 | 30.83/0.893 |
| GBRWT | 33.16/0.939 | 33.10/0.958 | 33.91/0.943 | 31.00/0.896 |
| FCSA-MT | 32.59/0.934 | 34.73/0.967 | 31.57/0.915 | 31.12/0.899 |
| DIRN-5B | 36.48/0.967 | 37.54/0.978 | 34.52/0.935 | 33.87/0.935 |
|
| Region | L | T | mi | vii | siii | κiiii |
| --- | --- | --- | --- | --- | --- | --- |
| USA | -17.2 | 2.4 | 0.07 | 5.2 | -0.09 | -0.55 |
| MEX | -16.9 | 1.8 | -1.7 | 4.8 | -0.31 | -0.10 |
| CAN | -8.4 | 0.84 | 0.02 | 3.4 | 2.6 | 9.6 |
| JPN | -7.3 | 3.3 | -1.5 | 2.8 | 2.3 | 5.3 |
| GBR | -2.4 | 1.1 | -0.43 | 0.74 | 0.48 | -0.56 |
| ESP | -2.2 | 1.0 | -0.05 | 0.80 | 1.4 | 2.4 |
| PAN | -1.9 | 1.1 | -0.12 | 0.92 | 1.5 | 2.2 |
| CRI | -1.6 | 1.5 | -0.15 | 1.1 | 3.0 | 9.6 |
| FRA | -1.2 | 0.93 | -0.02 | 0.67 | 1.6 | 3.6 |
| DEU | -1.0 | 1.3 | 0.21 | 0.75 | 2.0 | 3.4 |
| COL | -0.77 | 1.3 | -0.02 | 0.43 | 1.0 | 0.72 |
| ITA | -0.71 | 1.5 | 0.17 | 0.55 | 1.0 | 0.54 |
| CHN | -0.68 | 1.6 | -0.02 | 0.25 | 0.88 | 0.55 |
| CHL | -0.65 | 1.7 | 0.30 | 0.84 | 2.6 | 7.1 |
| SLV | -0.61 | 1.2 | -0.01 | 0.54 | 1.3 | 1.1 |
| NZL | -0.58 | 1.4 | 0.02 | 0.48 | 2.2 | 5.4 |
| BRA | -0.52 | 1.4 | -0.03 | 0.60 | 3.2 | 11.6 |
| ECU | -0.51 | 1.6 | 0.16 | 0.89 | 3.8 | 14.4 |
| PER | -0.35 | 1.9 | 0.15 | 0.51 | 2.3 | 6.1 |
| AUS | -0.27 | 1.7 | 0.27 | 0.64 | 1.9 | 2.4 |
| BEL | -0.24 | 1.8 | 0.14 | 0.47 | 2.1 | 3.6 |
| ISR | -0.24 | 1.8 | 0.08 | 0.34 | 0.81 | 0.04 |
| Average | -3.0 | 1.6 | -0.11 | 1.3 | 1.7 | 4.0 |
| 0
|
| Regions | WholeBrain | | | |
| --- | --- | --- | --- | --- |
| Contrasts | T1 | T1-IR | T2-FL | T1 |
| BCS | 28.77/0.854 | 30.92/0.922 | 29.40/0.788 | 27.80/0.816 |
| PANO | 32.82/0.928 | 32.81/0.953 | 33.48/0.926 | 30.83/0.893 |
| GBRWT | 33.16/0.939 | 33.10/0.958 | 33.91/0.943 | 31.00/0.896 |
| FCSA-MT | 32.59/0.934 | 34.73/0.967 | 31.57/0.915 | 31.12/0.899 |
|
| DIRN-5B | 36.48/0.967 | 37.54/0.978 | 34.52/0.935 | 33.87/0.935 |
| --- | --- | --- | --- | --- |
| DFSN-5B | 37.17/0.969 | 39.80/0.984 | 35.71/0.949 | 34.77/0.942 |
| DISN-5B | 37.65/0.972 | 40.54/0.985 | 36.53/0.955 | 35.01/0.943 |
| 1
|
| Regions | WholeBrain | | | |
| --- | --- | --- | --- | --- |
| Contrasts | T1 | T1-IR | T2-FL | T1 |
| BCS | 28.77/0.854 | 30.92/0.922 | 29.40/0.788 | 27.80/0.816 |
| PANO | 32.82/0.928 | 32.81/0.953 | 33.48/0.926 | 30.83/0.893 |
| GBRWT | 33.16/0.939 | 33.10/0.958 | 33.91/0.943 | 31.00/0.896 |
| FCSA-MT | 32.59/0.934 | 34.73/0.967 | 31.57/0.915 | 31.12/0.899 |
|
| ECU | -0.51 | 1.6 | 0.16 | 0.89 | 3.8 | 14.4 |
| --- | --- | --- | --- | --- | --- | --- |
| PER | -0.35 | 1.9 | 0.15 | 0.51 | 2.3 | 6.1 |
| AUS | -0.27 | 1.7 | 0.27 | 0.64 | 1.9 | 2.4 |
| BEL | -0.24 | 1.8 | 0.14 | 0.47 | 2.1 | 3.6 |
| ISR | -0.24 | 1.8 | 0.08 | 0.34 | 0.81 | 0.04 |
| Average | -3.0 | 1.6 | -0.11 | 1.3 | 1.7 | 4.0 |
| 0
|
| Weighted<br>Parameter | RMSEagainst<br>actualresult | RMSEagainst<br>predictionmarket |
| --- | --- | --- |
| 1-RMSE | 0.4154 | 0.1115 |
| previouspredictions | 0.4131 | 0.1204 |
| numberoffollowers | 0.4183 | 0.1148 |
| numberoffriends | 0.4158 | 0.1124 |
| allfouraveraged | 0.4169 | 0.1104 |
|
| Trustworthiness | 0.4147 | 0.1131 |
| --- | --- | --- |
| non-weighted | 0.4197 | 0.1159 |
| Betting | 0.3959 | 0.0000 |
| 1
|
| Weighted<br>Parameter | RMSEagainst<br>actualresult | RMSEagainst<br>predictionmarket |
| --- | --- | --- |
| 1-RMSE | 0.4154 | 0.1115 |
| previouspredictions | 0.4131 | 0.1204 |
| numberoffollowers | 0.4183 | 0.1148 |
| numberoffriends | 0.4158 | 0.1124 |
| allfouraveraged | 0.4169 | 0.1104 |
|
| PNMM | | | | |
| --- | --- | --- | --- | --- |
| 5Endmembers | 8Endmembers | | | |
| Alg.(N)b | RMSE | RET(BS+HU) | RMSE | RET(BS+HU) |
| FCLS | 0.1966 | 1 | 0.1521 | 1 |
| SK-Hype | 0.1127 | 3744.9 | 0.0765 | 3672.2 |
| SK-Hype(10) | 0.1131 | 21.7(24.3) | 0.0827 | 21.5(24.4) |
| SK-Hype(100) | 0.1140 | 153.4(184.2) | 0.0771 | 140.3(170.8) |
| SK-Hype(300) | 0.1129 | 1764.3(1907.5) | 0.0765 | 1601.0(1743.7) |
| | GBM | | | |
| | 5Endmembers | 8Endmembers | | |
| FCLS | 0.0527 | 1 | 0.0390 | 1 |
| SK-Hype | 0.1090 | 3432.5 | 0.0745 | 3825.1 |
| SK-Hype(10) | 0.1053 | 20.8(23.6) | 0.0730 | 20.9(23.0) |
| SK-Hype(100) | 0.1105 | 142.2(171.5) | 0.0748 | 142.9(173.8) |
| SK-Hype(300) | 0.1093 | 1612.8(1735.2) | 0.0745 | 1637.8(1778.1) |
| 0
|
| Weighted<br>Parameter | RMSEagainst<br>actualresult | RMSEagainst<br>predictionmarket |
| --- | --- | --- |
| 1-RMSE | 0.4154 | 0.1115 |
| previouspredictions | 0.4131 | 0.1204 |
| numberoffollowers | 0.4183 | 0.1148 |
|
| numberoffriends | 0.4158 | 0.1124 |
| --- | --- | --- |
| allfouraveraged | 0.4169 | 0.1104 |
| Trustworthiness | 0.4147 | 0.1131 |
| non-weighted | 0.4197 | 0.1159 |
| Betting | 0.3959 | 0.0000 |
| 1
|
| Weighted<br>Parameter | RMSEagainst<br>actualresult | RMSEagainst<br>predictionmarket |
| --- | --- | --- |
| 1-RMSE | 0.4154 | 0.1115 |
| previouspredictions | 0.4131 | 0.1204 |
| numberoffollowers | 0.4183 | 0.1148 |
|
| SK-Hype(10) | 0.1131 | 21.7(24.3) | 0.0827 | 21.5(24.4) |
| --- | --- | --- | --- | --- |
| SK-Hype(100) | 0.1140 | 153.4(184.2) | 0.0771 | 140.3(170.8) |
| SK-Hype(300) | 0.1129 | 1764.3(1907.5) | 0.0765 | 1601.0(1743.7) |
| | GBM | | | |
| | 5Endmembers | 8Endmembers | | |
| FCLS | 0.0527 | 1 | 0.0390 | 1 |
| SK-Hype | 0.1090 | 3432.5 | 0.0745 | 3825.1 |
| SK-Hype(10) | 0.1053 | 20.8(23.6) | 0.0730 | 20.9(23.0) |
| SK-Hype(100) | 0.1105 | 142.2(171.5) | 0.0748 | 142.9(173.8) |
| SK-Hype(300) | 0.1093 | 1612.8(1735.2) | 0.0745 | 1637.8(1778.1) |
| 0
|
| | MKCF | UT | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Dataset | MOTA | MOTP | MOTA | MOTP | | | | |
| | ViBe | Ours | ViBe | Ours | ViBe | Ours | ViBe | Ours |
| Sherbrooke | 0.317 | 0.523 | 0.553 | 0.576 | 0.404 | 0.690 | 0.576 | 0.590 |
|
| Rene-Levesque | 0.334 | 0.424 | 0.5309 | 0.660 | 0.565 | 0.613 | 0.582 | 0.705 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Rouen | 0.501 | 0.629 | 0.582 | 0.600 | 0.696 | 0.670 | 0.617 | 0.620 |
| St-Marc | 0.463 | 0.534 | 0.652 | 0.651 | 0.638 | 0.653 | 0.691 | 0.682 |
| 1
|
| | MKCF | UT | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Dataset | MOTA | MOTP | MOTA | MOTP | | | | |
| | ViBe | Ours | ViBe | Ours | ViBe | Ours | ViBe | Ours |
| Sherbrooke | 0.317 | 0.523 | 0.553 | 0.576 | 0.404 | 0.690 | 0.576 | 0.590 |
|
| R&GNo | R&Gpair | R&GSimilarity | Lee2014 |
| --- | --- | --- | --- |
| 1 | cordsmile | 0.005 | 0.01 |
| 2 | noonstring | 0.01 | 0.005 |
| 3 | roostervoyage | 0.01 | 0.0125 |
| 4 | fruitfurnace | 0.0125 | 0.0475 |
| 5 | autographshore | 0.015 | 0.005 |
| 6 | automobilewizard | 0.0275 | 0.02 |
| 7 | moundstove | 0.035 | 0.005 |
| 8 | grinimplement | 0.045 | 0.005 |
| 9 | asylumfruit | 0.0475 | 0.005 |
| 10 | asylummonk | 0.0975 | 0.0375 |
| 11 | graveyardmadhouse | 0.105 | 0.0225 |
| 12 | boyrooster | 0.11 | 0.0075 |
| 13 | glassmagician | 0.11 | 0.1075 |
| 14 | cushionjewel | 0.1125 | 0.0525 |
| 15 | monkslave | 0.1425 | 0.045 |
| 16 | asylumcemetery | 0.1975 | 0.0375 |
| 17 | coastforest | 0.2125 | 0.0475 |
| 18 | grinlad | 0.22 | 0.0125 |
| 19 | shorewoodland | 0.225 | 0.0825 |
| 20 | monkoracle | 0.2275 | 0.1125 |
| 21 | boysage | 0.24 | 0.0425 |
| 22 | automobilecushion | 0.2425 | 0.02 |
| 23 | moundshore | 0.2425 | 0.035 |
| 24 | ladwizard | 0.2475 | 0.0325 |
| 25 | forestgraveyard | 0.25 | 0.065 |
| 26 | foodrooster | 0.2725 | 0.055 |
| 27 | cemeterywoodland | 0.295 | 0.0375 |
| 28 | shorevoyage | 0.305 | 0.02 |
| 29 | birdwoodland | 0.31 | 0.0125 |
| 30 | coasthill | 0.315 | 0.1 |
| 31 | furnaceimplement | 0.3425 | 0.05 |
| 32 | cranerooster | 0.3525 | 0.02 |
| 33 | hillwoodland | 0.37 | 0.145 |
| 34 | carjourney | 0.3875 | 0.0725 |
| 35 | cemeterymound | 0.4225 | 0.0575 |
| 36 | glassjewel | 0.445 | 0.1075 |
| 37 | magicianoracle | 0.455 | 0.13 |
| 38 | craneimplement | 0.5925 | 0.185 |
| 39 | brotherlad | 0.6025 | 0.1275 |
| 40 | sagewizard | 0.615 | 0.1525 |
| 41 | oraclesage | 0.6525 | 0.2825 |
| 42 | birdcock | 0.6575 | 0.035 |
| 43 | birdcrane | 0.67 | 0.1625 |
| 44 | foodfruit | 0.6725 | 0.2425 |
| 45 | brothermonk | 0.685 | 0.045 |
| 46 | asylummadhouse | 0.76 | 0.215 |
| 47 | furnacestove | 0.7775 | 0.3475 |
| 48 | magicianwizard | 0.8025 | 0.355 |
| 49 | hillmound | 0.8225 | 0.2925 |
| 50 | cordstring | 0.8525 | 0.47 |
| 51 | glasstumbler | 0.8625 | 0.1375 |
| 52 | grinsmile | 0.865 | 0.485 |
| 53 | serfslave | 0.865 | 0.4825 |
| 54 | journeyvoyage | 0.895 | 0.36 |
| 55 | autographsignature | 0.8975 | 0.405 |
| 56 | coastshore | 0.9 | 0.5875 |
| 0
|
| | MKCF | UT | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Dataset | MOTA | MOTP | MOTA | MOTP | | | | |
| | ViBe | Ours | ViBe | Ours | ViBe | Ours | ViBe | Ours |
|
| Sherbrooke | 0.317 | 0.523 | 0.553 | 0.576 | 0.404 | 0.690 | 0.576 | 0.590 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Rene-Levesque | 0.334 | 0.424 | 0.5309 | 0.660 | 0.565 | 0.613 | 0.582 | 0.705 |
| Rouen | 0.501 | 0.629 | 0.582 | 0.600 | 0.696 | 0.670 | 0.617 | 0.620 |
| St-Marc | 0.463 | 0.534 | 0.652 | 0.651 | 0.638 | 0.653 | 0.691 | 0.682 |
| 1
|
| | MKCF | UT | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Dataset | MOTA | MOTP | MOTA | MOTP | | | | |
| | ViBe | Ours | ViBe | Ours | ViBe | Ours | ViBe | Ours |
|
| 39 | brotherlad | 0.6025 | 0.1275 |
| --- | --- | --- | --- |
| 40 | sagewizard | 0.615 | 0.1525 |
| 41 | oraclesage | 0.6525 | 0.2825 |
| 42 | birdcock | 0.6575 | 0.035 |
| 43 | birdcrane | 0.67 | 0.1625 |
| 44 | foodfruit | 0.6725 | 0.2425 |
| 45 | brothermonk | 0.685 | 0.045 |
| 46 | asylummadhouse | 0.76 | 0.215 |
| 47 | furnacestove | 0.7775 | 0.3475 |
| 48 | magicianwizard | 0.8025 | 0.355 |
| 49 | hillmound | 0.8225 | 0.2925 |
| 50 | cordstring | 0.8525 | 0.47 |
| 51 | glasstumbler | 0.8625 | 0.1375 |
| 52 | grinsmile | 0.865 | 0.485 |
| 53 | serfslave | 0.865 | 0.4825 |
| 54 | journeyvoyage | 0.895 | 0.36 |
| 55 | autographsignature | 0.8975 | 0.405 |
| 56 | coastshore | 0.9 | 0.5875 |
| 0
|
| | ML | C | B | BC | T | TC | BT |
| --- | --- | --- | --- | --- | --- | --- | --- |
| JJ/NN+NN/JJ | 73+137 | 70+94 | 73+112 | 69+102 | 57+103 | 61+95 | 67+101 |
| VBD/VBN+VBN/VBD | 176+190 | 71+66 | 88+69 | 63+56 | 56+57 | 55+57 | 65+60 |
| IN/RB+RB/IN | 31+132 | 40+69 | 66+107 | 43+17 | 77+68 | 47+67 | 65+98 |
| VB/VBP+VBP/VB | 128+147 | 30+26 | 49+43 | 32+27 | 31+32 | 32+18 | 28+32 |
|
| NN/NNP+NNP/NN | 70+11 | 44+12 | 72+17 | 45+16 | 69+27 | 50+18 | 71+20 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| NNP/NNPS+NNPS/NNP | 45+14 | 37+19 | 45+13 | 46+15 | 54+12 | 51+12 | 53+14 |
| “that” | 187 | 53 | 66 | 45 | 60 | 40 | 57 |
| Total | 1341 | 631 | 820 | 630 | 703 | 603 | 731 |
| 1
|
| | ML | C | B | BC | T | TC | BT |
| --- | --- | --- | --- | --- | --- | --- | --- |
| JJ/NN+NN/JJ | 73+137 | 70+94 | 73+112 | 69+102 | 57+103 | 61+95 | 67+101 |
| VBD/VBN+VBN/VBD | 176+190 | 71+66 | 88+69 | 63+56 | 56+57 | 55+57 | 65+60 |
| IN/RB+RB/IN | 31+132 | 40+69 | 66+107 | 43+17 | 77+68 | 47+67 | 65+98 |
| VB/VBP+VBP/VB | 128+147 | 30+26 | 49+43 | 32+27 | 31+32 | 32+18 | 28+32 |
|
| M | Orig.<br>#T | #KB | #I | NetFABB<br>#T | #KB | #I | D | MeshMixer<br>#T | #KB | #I | D |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 4002 | 781 | 98 | 4564 | 890 | 296 | 0 | 32738 | 6387 | 0 | 0.43 |
| 2 | 145 | 28 | 42 | 264 | 50 | 0 | 11.3 | 30678 | 5981 | 0 | 0.47 |
| 3 | 20 | 4 | 18 | 12 | 3 | 0 | 4.9 | 26122 | 4876 | 0 | 0.41 |
| 4 | 15294 | 4176 | 5060 | 21064 | 4653 | 1102 | 18.5 | 1058720 | 223453 | 0 | 0.46 |
| 5 | 52851 | 11842 | 7914 | 59712 | 13378 | 2142 | 3.8 | 1337174 | 302297 | 0 | 0.45 |
| 0
|
| | ML | C | B | BC | T | TC | BT |
| --- | --- | --- | --- | --- | --- | --- | --- |
| JJ/NN+NN/JJ | 73+137 | 70+94 | 73+112 | 69+102 | 57+103 | 61+95 | 67+101 |
|
| VBD/VBN+VBN/VBD | 176+190 | 71+66 | 88+69 | 63+56 | 56+57 | 55+57 | 65+60 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| IN/RB+RB/IN | 31+132 | 40+69 | 66+107 | 43+17 | 77+68 | 47+67 | 65+98 |
| VB/VBP+VBP/VB | 128+147 | 30+26 | 49+43 | 32+27 | 31+32 | 32+18 | 28+32 |
| NN/NNP+NNP/NN | 70+11 | 44+12 | 72+17 | 45+16 | 69+27 | 50+18 | 71+20 |
| NNP/NNPS+NNPS/NNP | 45+14 | 37+19 | 45+13 | 46+15 | 54+12 | 51+12 | 53+14 |
| “that” | 187 | 53 | 66 | 45 | 60 | 40 | 57 |
| Total | 1341 | 631 | 820 | 630 | 703 | 603 | 731 |
| 1
|
| | ML | C | B | BC | T | TC | BT |
| --- | --- | --- | --- | --- | --- | --- | --- |
| JJ/NN+NN/JJ | 73+137 | 70+94 | 73+112 | 69+102 | 57+103 | 61+95 | 67+101 |
|
| 2 | 145 | 28 | 42 | 264 | 50 | 0 | 11.3 | 30678 | 5981 | 0 | 0.47 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | 20 | 4 | 18 | 12 | 3 | 0 | 4.9 | 26122 | 4876 | 0 | 0.41 |
| 4 | 15294 | 4176 | 5060 | 21064 | 4653 | 1102 | 18.5 | 1058720 | 223453 | 0 | 0.46 |
| 5 | 52851 | 11842 | 7914 | 59712 | 13378 | 2142 | 3.8 | 1337174 | 302297 | 0 | 0.45 |
| 0
|
| DataSet | WSJsec.IDs | Sentences# | Tokens# |
| --- | --- | --- | --- |
| Training | 0-18 | 38,219 | 912,344 |
|
| Develop | 19-21 | 5,527 | 131,768 |
| --- | --- | --- | --- |
| Test | 22-24 | 5,462 | 129,654 |
| #oftagtypes | 45 | | |
| 1
|
| DataSet | WSJsec.IDs | Sentences# | Tokens# |
| --- | --- | --- | --- |
| Training | 0-18 | 38,219 | 912,344 |
|
| DataSet | WSJsec.IDs | Sentences# | Tokens# |
| --- | --- | --- | --- |
| Training | 15-18 | 8,936 | 211,727 |
| Develop | N/A | N/A | N/A |
| Test | 20 | 2,012 | 47,377 |
| #oftagtypes(IOBESscheme) | 42 | | |
| 0
|
| DataSet | WSJsec.IDs | Sentences# | Tokens# |
| --- | --- | --- | --- |
| Training | 0-18 | 38,219 | 912,344 |
|
| Develop | 19-21 | 5,527 | 131,768 |
| --- | --- | --- | --- |
| Test | 22-24 | 5,462 | 129,654 |
| #oftagtypes | 45 | | |
| 1
|
| DataSet | WSJsec.IDs | Sentences# | Tokens# |
| --- | --- | --- | --- |
| Training | 0-18 | 38,219 | 912,344 |
|
| Develop | N/A | N/A | N/A |
| --- | --- | --- | --- |
| Test | 20 | 2,012 | 47,377 |
| #oftagtypes(IOBESscheme) | 42 | | |
| 0
|
| Class | Prec. | Sens. | Spec. | F1 |
| --- | --- | --- | --- | --- |
| Normal | 98.98 | 97.33 | 99.85 | 98.15 |
| Cardiomegaly | 99.59 | 99.39 | 99.95 | 99.49 |
| Medicaldevice | 98.52 | 94.34 | 99.27 | 96.39 |
|
| Pleuraleffusion | 96.80 | 91.42 | 99.36 | 94.03 |
| --- | --- | --- | --- | --- |
| Pneumothorax | 77.07 | 96.88 | 98.05 | 85.85 |
| 1
|
| Class | Prec. | Sens. | Spec. | F1 |
| --- | --- | --- | --- | --- |
| Normal | 98.98 | 97.33 | 99.85 | 98.15 |
| Cardiomegaly | 99.59 | 99.39 | 99.95 | 99.49 |
| Medicaldevice | 98.52 | 94.34 | 99.27 | 96.39 |
|
| Dataset | #ofsamples | #ofclasses | #ofattributes |
| --- | --- | --- | --- |
| Breastcancer | 286 | 2 | 9 |
| Diabetes | 768 | 2 | 8 |
| SolarFlare | 144 | 3 | 9 |
| German | 1000 | 2 | 20 |
| Heart | 270 | 2 | 13 |
| Image | 2310 | 7 | 19 |
| Ringnorm | 7400 | 2 | 20 |
| Splice | 3190 | 3 | 60 |
| Thyroid | 215 | 3 | 5 |
| Twonorm | 7400 | 2 | 20 |
| Waveform | 5000 | 3 | 21 |
| 0
|
| Class | Prec. | Sens. | Spec. | F1 |
| --- | --- | --- | --- | --- |
| Normal | 98.98 | 97.33 | 99.85 | 98.15 |
| Cardiomegaly | 99.59 | 99.39 | 99.95 | 99.49 |
| Medicaldevice | 98.52 | 94.34 | 99.27 | 96.39 |
|
| Pleuraleffusion | 96.80 | 91.42 | 99.36 | 94.03 |
| --- | --- | --- | --- | --- |
| Pneumothorax | 77.07 | 96.88 | 98.05 | 85.85 |
| 1
|
| Class | Prec. | Sens. | Spec. | F1 |
| --- | --- | --- | --- | --- |
| Normal | 98.98 | 97.33 | 99.85 | 98.15 |
| Cardiomegaly | 99.59 | 99.39 | 99.95 | 99.49 |
| Medicaldevice | 98.52 | 94.34 | 99.27 | 96.39 |
|
| Heart | 270 | 2 | 13 |
| --- | --- | --- | --- |
| Image | 2310 | 7 | 19 |
| Ringnorm | 7400 | 2 | 20 |
| Splice | 3190 | 3 | 60 |
| Thyroid | 215 | 3 | 5 |
| Twonorm | 7400 | 2 | 20 |
| Waveform | 5000 | 3 | 21 |
| 0
|
| HiddenUnits | TestAcc. | TrainingAcc. | | |
| --- | --- | --- | --- | --- |
| | n≤20 | n≤25 | n≤20 | n≤25 |
| 16 | 87.02 | 88.73 | 96.60 | 97.79 |
|
| 32 | 88.44 | 86.39 | 98.46 | 93.41 |
| --- | --- | --- | --- | --- |
| 64 | 88.29 | 88.56 | 99.06 | 96.55 |
| 100 | 89.65 | 90.24 | 99.21 | 98.84 |
| 128 | 89.24 | 89.31 | 98.79 | 98.26 |
| 150 | 89.83 | 89.65 | 99.33 | 99.55 |
| 200 | 89.92 | 90.65 | 99.71 | 99.47 |
| 1
|
| HiddenUnits | TestAcc. | TrainingAcc. | | |
| --- | --- | --- | --- | --- |
| | n≤20 | n≤25 | n≤20 | n≤25 |
| 16 | 87.02 | 88.73 | 96.60 | 97.79 |
|
| HiddenUnits | TestAcc. | TrainingAcc. | | |
| --- | --- | --- | --- | --- |
| | n≤20 | n≤25 | n≤20 | n≤25 |
| 16 | 84.85 | 86.45 | 94.91 | 96.40 |
| 32 | 83.41 | 83.89 | 94.43 | 93.18 |
| 64 | 83.82 | 85.93 | 96.04 | 96.23 |
| 100 | 83.49 | 85.53 | 93.93 | 95.74 |
| 128 | 84.67 | 86.75 | 97.49 | 97.52 |
| 150 | 85.84 | 86.33 | 97.49 | 97.27 |
| 200 | 85.98 | 87.46 | 97.27 | 97.46 |
| 0
|
| HiddenUnits | TestAcc. | TrainingAcc. | | |
| --- | --- | --- | --- | --- |
| | n≤20 | n≤25 | n≤20 | n≤25 |
| 16 | 87.02 | 88.73 | 96.60 | 97.79 |
| 32 | 88.44 | 86.39 | 98.46 | 93.41 |
| 64 | 88.29 | 88.56 | 99.06 | 96.55 |
| 100 | 89.65 | 90.24 | 99.21 | 98.84 |
| 128 | 89.24 | 89.31 | 98.79 | 98.26 |
|
| 150 | 89.83 | 89.65 | 99.33 | 99.55 |
| --- | --- | --- | --- | --- |
| 200 | 89.92 | 90.65 | 99.71 | 99.47 |
| 1
|
| HiddenUnits | TestAcc. | TrainingAcc. | | |
| --- | --- | --- | --- | --- |
| | n≤20 | n≤25 | n≤20 | n≤25 |
| 16 | 87.02 | 88.73 | 96.60 | 97.79 |
| 32 | 88.44 | 86.39 | 98.46 | 93.41 |
| 64 | 88.29 | 88.56 | 99.06 | 96.55 |
| 100 | 89.65 | 90.24 | 99.21 | 98.84 |
| 128 | 89.24 | 89.31 | 98.79 | 98.26 |
|
| 100 | 83.49 | 85.53 | 93.93 | 95.74 |
| --- | --- | --- | --- | --- |
| 128 | 84.67 | 86.75 | 97.49 | 97.52 |
| 150 | 85.84 | 86.33 | 97.49 | 97.27 |
| 200 | 85.98 | 87.46 | 97.27 | 97.46 |
| 0
|
| Events | AUC(F)64 | AUC(F)128 |
| --- | --- | --- |
| Cheering | 0.632 | 0.638 |
| Children’sVoices | 0.678 | 0.633 |
|
| Clanking | 0.714 | 0.744 |
| --- | --- | --- |
| Clapping | 0.646 | 0.667 |
| Drums | 0.60 | 0.636 |
| EngineNoise | 0.623 | 0.642 |
| Hammering | 0.557 | 0.587 |
| Laughing | 0.527 | 0.540 |
| MarchingBand | 0.551 | 0.554 |
| Scraping | 0.723 | 0.735 |
| Mean | 0.625 | 0.637 |
| 1
|
| Events | AUC(F)64 | AUC(F)128 |
| --- | --- | --- |
| Cheering | 0.632 | 0.638 |
| Children’sVoices | 0.678 | 0.633 |
|
| Events | AUC(F)64 | AUC([F,M])6464 |
| --- | --- | --- |
| Cheering | 0.632 | 0.668 |
| Children’sVoices | 0.678 | 0.723 |
| Clanking | 0.714 | 0.859 |
| Clapping | 0.646 | 0.680 |
| Drums | 0.60 | 0.639 |
| EngineNoise | 0.623 | 0.575 |
| Hammering | 0.557 | 0.660 |
| Laughing | 0.527 | 0.641 |
| MarchingBand | 0.551 | 0.745 |
| Scraping | 0.723 | 0.744 |
| Mean | 0.625 | 0.693 |
| 0
|
| Events | AUC(F)64 | AUC(F)128 |
| --- | --- | --- |
| Cheering | 0.632 | 0.638 |
| Children’sVoices | 0.678 | 0.633 |
|
| Clanking | 0.714 | 0.744 |
| --- | --- | --- |
| Clapping | 0.646 | 0.667 |
| Drums | 0.60 | 0.636 |
| EngineNoise | 0.623 | 0.642 |
| Hammering | 0.557 | 0.587 |
| Laughing | 0.527 | 0.540 |
| MarchingBand | 0.551 | 0.554 |
| Scraping | 0.723 | 0.735 |
| Mean | 0.625 | 0.637 |
| 1
|
| Events | AUC(F)64 | AUC(F)128 |
| --- | --- | --- |
| Cheering | 0.632 | 0.638 |
| Children’sVoices | 0.678 | 0.633 |
|
| Scraping | 0.723 | 0.744 |
| --- | --- | --- |
| Mean | 0.625 | 0.693 |
| 0
|
| Hyper-parameter | POS |
| --- | --- |
| windowsize<br>numberoffilters | 3<br>30 |
| statesize<br>initialstate<br>peepholes | 200<br>0.0<br>no |
|
| dropoutrate | 0.5 |
| --- | --- |
| batchsize<br>initiallearningrate<br>decayrate<br>gradientclipping | 10<br>0.01<br>0.05<br>5.0 |
| 1
|
| Hyper-parameter | POS |
| --- | --- |
| windowsize<br>numberoffilters | 3<br>30 |
| statesize<br>initialstate<br>peepholes | 200<br>0.0<br>no |
|
| Hyper-parameter |
| --- |
| windowsize<br>numberoffilters |
| numberoflayers<br>statesize<br>initialstate<br>peepholes |
| numberoflayers<br>dimension |
| embeddings<br>LSTMhiddenstates<br>LSTMlayers |
| optimizer<br>initiallearningrate<br>decayrate<br>gradientclipping |
| 0
|
| Hyper-parameter | POS |
| --- | --- |
| windowsize<br>numberoffilters | 3<br>30 |
| statesize<br>initialstate<br>peepholes | 200<br>0.0<br>no |
|
| dropoutrate | 0.5 |
| --- | --- |
| batchsize<br>initiallearningrate<br>decayrate<br>gradientclipping | 10<br>0.01<br>0.05<br>5.0 |
| 1
|
| Hyper-parameter | POS |
| --- | --- |
| windowsize<br>numberoffilters | 3<br>30 |
| statesize<br>initialstate<br>peepholes | 200<br>0.0<br>no |
|
| embeddings<br>LSTMhiddenstates<br>LSTMlayers |
| --- |
| optimizer<br>initiallearningrate<br>decayrate<br>gradientclipping |
| 0
|
| Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 20 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 16.0893<br>25.8827<br>13.1493<br>28.7208<br>22.8165<br>21.9008<br>4.33091<br>3.28732<br>18.0395 | 37.3422<br>62.3888<br>32.5853<br>67.3143<br>63.9486<br>58.135<br>16.3971<br>8.31851<br>42.6324 | 55.6074<br>138.267<br>53.8514<br>146.168<br>131.177<br>113.686<br>18.9477<br>16.94<br>63.1591 |
| 50 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 19.5708<br>33.6343<br>13.6876<br>49.5795<br>43.4625<br>42.632<br>4.3519<br>3.28906<br>24.0764 | 44.693<br>78.046<br>33.736<br>106.716<br>106.716<br>96.8349<br>16.6003<br>8.31333<br>54.4696 | 70.6633<br>193.67<br>60.8033<br>275.215<br>290.505<br>249.004<br>19.439<br>16.7599<br>87.1514 |
|
| 100 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 21.2655<br>36.6439<br>12.946<br>70.4997<br>71.2744<br>70.4997<br>4.24474<br>3.24623<br>27.8368 | 49.6781<br>85.8841<br>32.0706<br>163.457<br>187.673<br>168.905<br>16.0862<br>8.23929<br>66.6732 | 73.4371<br>220.311<br>56.3018<br>389.782<br>460.651<br>460.651<br>19.1938<br>16.5054<br>105.566 |
| --- | --- | --- | --- | --- |
| 150 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 24.2269<br>37.6383<br>14.0205<br>84.3097<br>91.641<br>90.3318<br>4.33395<br>3.28992<br>29.1393 | 56.1366<br>86.667<br>34.5456<br>197.601<br>247.001<br>235.239<br>16.3037<br>8.33056<br>72.6474 | 86.667<br>205.834<br>60.9879<br>548.891<br>548.891<br>494.002<br>19.5258<br>17.0935<br>107.392 |
| 200 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 23.9786<br>37.0578<br>13.3106<br>89.3449<br>103.527<br>105.196<br>4.26565<br>3.25946<br>28.7321 | 55.3853<br>90.9902<br>33.3036<br>221.541<br>283.081<br>283.081<br>16.2275<br>8.28528<br>73.8471 | 86.3636<br>212.31<br>57.9028<br>509.545<br>636.931<br>566.161<br>19.0841<br>16.8167<br>113.232 |
| 1
|
| Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 20 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 16.0893<br>25.8827<br>13.1493<br>28.7208<br>22.8165<br>21.9008<br>4.33091<br>3.28732<br>18.0395 | 37.3422<br>62.3888<br>32.5853<br>67.3143<br>63.9486<br>58.135<br>16.3971<br>8.31851<br>42.6324 | 55.6074<br>138.267<br>53.8514<br>146.168<br>131.177<br>113.686<br>18.9477<br>16.94<br>63.1591 |
| 50 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 19.5708<br>33.6343<br>13.6876<br>49.5795<br>43.4625<br>42.632<br>4.3519<br>3.28906<br>24.0764 | 44.693<br>78.046<br>33.736<br>106.716<br>106.716<br>96.8349<br>16.6003<br>8.31333<br>54.4696 | 70.6633<br>193.67<br>60.8033<br>275.215<br>290.505<br>249.004<br>19.439<br>16.7599<br>87.1514 |
|
| Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 2 | ABM<br>HAL<br>L<br>SF<br>TBM | 8.89665<br>8.26117<br>6.08718<br>4.28357<br>10.5142 | 24.6946<br>24.6946<br>24.6946<br>9.87784<br>32.9261 | 32.9261<br>32.9261<br>32.9261<br>24.6946<br>32.9261 |
| 4 | ABM<br>HAL<br>L<br>SF<br>TBM | 20.4425<br>23.3995<br>6.52724<br>4.29622<br>21.2602 | 46.7838<br>51.0369<br>27.8712<br>9.84923<br>49.123 | 68.9446<br>83.6137<br>38.9093<br>23.3919<br>71.4517 |
| 6 | ABM<br>HAL<br>L<br>SF<br>TBM | 28.1637<br>31.2569<br>6.45279<br>4.28142<br>29.2294 | 60.2832<br>63.6323<br>27.4015<br>9.84005<br>62.249 | 89.4829<br>108.055<br>37.9265<br>22.1973<br>93.8837 |
| 8 | ABM<br>HAL<br>L<br>SF<br>TBM | 33.7463<br>37.0999<br>6.34086<br>4.23323<br>35.3437 | 69.2828<br>73.0482<br>26.6684<br>9.78229<br>72.2627 | 106.674<br>126.801<br>36.5241<br>22.0342<br>112.007 |
| 10 | ABM<br>HAL<br>L<br>SF<br>TBM | 39.6329<br>42.5986<br>6.32525<br>4.22537<br>41.1973 | 76.2308<br>80.5134<br>26.6383<br>9.74924<br>78.7439 | 117.47<br>135.202<br>36.1904<br>21.9134<br>125.714 |
| 14 | ABM<br>HAL<br>L<br>SF<br>TBM | 47.7986<br>49.8997<br>6.22037<br>4.189<br>49.3573 | 89.1214<br>92.9962<br>25.9262<br>9.72233<br>92.9962 | 129.631<br>147.511<br>33.6837<br>21.1774<br>142.594 |
| 18 | ABM<br>HAL<br>L<br>SF<br>TBM | 50.1514<br>50.1514<br>5.86185<br>4.05173<br>51.2912 | 97.859<br>101.773<br>24.7023<br>9.63763<br>97.859 | 141.352<br>159.021<br>31.4115<br>21.0275<br>149.667 |
| 0
|
| Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 20 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 16.0893<br>25.8827<br>13.1493<br>28.7208<br>22.8165<br>21.9008<br>4.33091<br>3.28732<br>18.0395 | 37.3422<br>62.3888<br>32.5853<br>67.3143<br>63.9486<br>58.135<br>16.3971<br>8.31851<br>42.6324 | 55.6074<br>138.267<br>53.8514<br>146.168<br>131.177<br>113.686<br>18.9477<br>16.94<br>63.1591 |
|
| 50 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 19.5708<br>33.6343<br>13.6876<br>49.5795<br>43.4625<br>42.632<br>4.3519<br>3.28906<br>24.0764 | 44.693<br>78.046<br>33.736<br>106.716<br>106.716<br>96.8349<br>16.6003<br>8.31333<br>54.4696 | 70.6633<br>193.67<br>60.8033<br>275.215<br>290.505<br>249.004<br>19.439<br>16.7599<br>87.1514 |
| --- | --- | --- | --- | --- |
| 100 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 21.2655<br>36.6439<br>12.946<br>70.4997<br>71.2744<br>70.4997<br>4.24474<br>3.24623<br>27.8368 | 49.6781<br>85.8841<br>32.0706<br>163.457<br>187.673<br>168.905<br>16.0862<br>8.23929<br>66.6732 | 73.4371<br>220.311<br>56.3018<br>389.782<br>460.651<br>460.651<br>19.1938<br>16.5054<br>105.566 |
| 150 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 24.2269<br>37.6383<br>14.0205<br>84.3097<br>91.641<br>90.3318<br>4.33395<br>3.28992<br>29.1393 | 56.1366<br>86.667<br>34.5456<br>197.601<br>247.001<br>235.239<br>16.3037<br>8.33056<br>72.6474 | 86.667<br>205.834<br>60.9879<br>548.891<br>548.891<br>494.002<br>19.5258<br>17.0935<br>107.392 |
| 200 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 23.9786<br>37.0578<br>13.3106<br>89.3449<br>103.527<br>105.196<br>4.26565<br>3.25946<br>28.7321 | 55.3853<br>90.9902<br>33.3036<br>221.541<br>283.081<br>283.081<br>16.2275<br>8.28528<br>73.8471 | 86.3636<br>212.31<br>57.9028<br>509.545<br>636.931<br>566.161<br>19.0841<br>16.8167<br>113.232 |
| 1
|
| Pattern<br>Size | Algorithm | System1 | System2 | System3 |
| --- | --- | --- | --- | --- |
| 20 | ABM<br>GBM<br>HAL<br>HAL2<br>HAL3<br>HAL4<br>L<br>SF<br>TBM | 16.0893<br>25.8827<br>13.1493<br>28.7208<br>22.8165<br>21.9008<br>4.33091<br>3.28732<br>18.0395 | 37.3422<br>62.3888<br>32.5853<br>67.3143<br>63.9486<br>58.135<br>16.3971<br>8.31851<br>42.6324 | 55.6074<br>138.267<br>53.8514<br>146.168<br>131.177<br>113.686<br>18.9477<br>16.94<br>63.1591 |
|
| 14 | ABM<br>HAL<br>L<br>SF<br>TBM | 47.7986<br>49.8997<br>6.22037<br>4.189<br>49.3573 | 89.1214<br>92.9962<br>25.9262<br>9.72233<br>92.9962 | 129.631<br>147.511<br>33.6837<br>21.1774<br>142.594 |
| --- | --- | --- | --- | --- |
| 18 | ABM<br>HAL<br>L<br>SF<br>TBM | 50.1514<br>50.1514<br>5.86185<br>4.05173<br>51.2912 | 97.859<br>101.773<br>24.7023<br>9.63763<br>97.859 | 141.352<br>159.021<br>31.4115<br>21.0275<br>149.667 |
| 0
|
| Pu | AverageCommunicationActsPerformed | | | |
| --- | --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy | |
| 0.2 | 0 | 31.436 | 0 | 0.416 |
| 0.4 | 0 | 18.665 | 0 | 0.417 |
|
| 0.6 | 0 | 13.426 | 0 | 0.338 |
| --- | --- | --- | --- | --- |
| 0.8 | 0 | 10.292 | 0 | 0.329 |
| 1
|
| Pu | AverageCommunicationActsPerformed | | | |
| --- | --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy | |
| 0.2 | 0 | 31.436 | 0 | 0.416 |
| 0.4 | 0 | 18.665 | 0 | 0.417 |
|
| Pu | AverageCommunicationActsPerformed | | | |
| --- | --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy | |
| 0.2 | 0 | 31.436 | 1.194 | 6.717 |
| 0.4 | 0 | 18.665 | 1 | 3.904 |
| 0.6 | 0 | 13.426 | 1 | 2.036 |
| 0.8 | 0 | 10.292 | 0 | 1.296 |
| 0
|
| Pu | AverageCommunicationActsPerformed | | |
| --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy |
|
| 0.2 | 0 | 31.436 | 0 | 0.416 |
| --- | --- | --- | --- | --- |
| 0.4 | 0 | 18.665 | 0 | 0.417 |
| 0.6 | 0 | 13.426 | 0 | 0.338 |
| 0.8 | 0 | 10.292 | 0 | 0.329 |
| 1
|
| Pu | AverageCommunicationActsPerformed | | |
| --- | --- | --- | --- |
| No-Comm. | IdealC=0Σ | Comm.SubGoals | Myopic-greedy |
|
| 0.2 | 0 | 31.436 | 1.194 | 6.717 |
| --- | --- | --- | --- | --- |
| 0.4 | 0 | 18.665 | 1 | 3.904 |
| 0.6 | 0 | 13.426 | 1 | 2.036 |
| 0.8 | 0 | 10.292 | 0 | 1.296 |
| 0
|
| Thetransitlinearrival |
| --- |
| Transitline1arrivesattime1 |
| Transitline3arrivesattime2 |
|
| Transitline1arrivesattime3 |
| --- |
| Transitline1arrivesattime3 |
| Transitline2arrivesattime5 |
| Transitline1arrivesattime3 |
| Transitline3arrivesattime6 |
| Transitline3arrivesattime6 |
| 1
|
| Thetransitlinearrival |
| --- |
| Transitline1arrivesattime1 |
| Transitline3arrivesattime2 |
|
| ID | Description |
| --- | --- |
| 1 | Thenewinstructionatline2 |
| 2 | Thelist.addoperationatline4and7 |
| 3 | Thearithmeticaddoperationatline3,4,5,and7 |
| 4 | Thecomparisoninstructionatline3,5,and6 |
| 5 | Theassignmentinstructionatline2,3,and5 |
| 6 | Thesystem.out.printlnatline11 |
| 0
|
| Thetransitlinearrival |
| --- |
| Transitline1arrivesattime1 |
| Transitline3arrivesattime2 |
|
| Transitline1arrivesattime3 |
| --- |
| Transitline1arrivesattime3 |
| Transitline2arrivesattime5 |
| Transitline1arrivesattime3 |
| Transitline3arrivesattime6 |
| Transitline3arrivesattime6 |
| 1
|
| Thetransitlinearrival |
| --- |
| Transitline1arrivesattime1 |
| Transitline3arrivesattime2 |
|
| 5 | Theassignmentinstructionatline2,3,and5 |
| --- | --- |
| 6 | Thesystem.out.printlnatline11 |
| 0
|
| Category | AUs | Category | AUs |
| --- | --- | --- | --- |
| Happy | 12,25 | Sadlydisgusted | 4,10 |
| Sad | 4,15 | Fearfullyangry | 4,20,25 |
| Fearful | 1,4,20,25 | Fearfullysurpd. | 1,2,5,20,25 |
| Angry | 4,7,24 | Sadlyangry | 4,7,15 |
| Surprised | 1,2,25,26 | Angrilysurprised | 4,25,26 |
|
| Disgusted | 9,10,17 | Appalled | 4,9,10 |
| --- | --- | --- | --- |
| Happilysurpd. | 1,2,12,25 | Angrilydisgusted | 4,10,17 |
| Happilydisgd. | 10,12,25 | Awed | 1,2,5,25 |
| 1
|
| Category | AUs | Category | AUs |
| --- | --- | --- | --- |
| Happy | 12,25 | Sadlydisgusted | 4,10 |
| Sad | 4,15 | Fearfullyangry | 4,20,25 |
| Fearful | 1,4,20,25 | Fearfullysurpd. | 1,2,5,20,25 |
| Angry | 4,7,24 | Sadlyangry | 4,7,15 |
| Surprised | 1,2,25,26 | Angrilysurprised | 4,25,26 |
|
| Expression | Number |
| --- | --- |
| Neutral | 80,276 |
| Happy | 146,198 |
| Sad | 29,487 |
| Surprise | 16,288 |
| Fear | 8,191 |
| Disgust | 5,264 |
| Anger | 28,130 |
| Contempt | 5,135 |
| None | 35,322 |
| Uncertain | 13,163 |
| Non-Face | 88,895 |
| 0
|
| Category | AUs | Category | AUs |
| --- | --- | --- | --- |
| Happy | 12,25 | Sadlydisgusted | 4,10 |
| Sad | 4,15 | Fearfullyangry | 4,20,25 |
| Fearful | 1,4,20,25 | Fearfullysurpd. | 1,2,5,20,25 |
| Angry | 4,7,24 | Sadlyangry | 4,7,15 |
| Surprised | 1,2,25,26 | Angrilysurprised | 4,25,26 |
| Disgusted | 9,10,17 | Appalled | 4,9,10 |
|
| Happilysurpd. | 1,2,12,25 | Angrilydisgusted | 4,10,17 |
| --- | --- | --- | --- |
| Happilydisgd. | 10,12,25 | Awed | 1,2,5,25 |
| 1
|
| Category | AUs | Category | AUs |
| --- | --- | --- | --- |
| Happy | 12,25 | Sadlydisgusted | 4,10 |
| Sad | 4,15 | Fearfullyangry | 4,20,25 |
| Fearful | 1,4,20,25 | Fearfullysurpd. | 1,2,5,20,25 |
| Angry | 4,7,24 | Sadlyangry | 4,7,15 |
| Surprised | 1,2,25,26 | Angrilysurprised | 4,25,26 |
| Disgusted | 9,10,17 | Appalled | 4,9,10 |
|
| Disgust | 5,264 |
| --- | --- |
| Anger | 28,130 |
| Contempt | 5,135 |
| None | 35,322 |
| Uncertain | 13,163 |
| Non-Face | 88,895 |
| 0
|
| wirei | Delays | | |
| --- | --- | --- | --- |
| OLC | FPC | FOC | |
| 1 | 55.36 | 107.43 | 107.73 |
| 2 | 32.20 | 102.71 | 159.65 |
| 3 | 51.40 | 106.65 | 154.59 |
| 4 | 51.06 | 101.91 | 162.61 |
| 5 | 50.79 | 101.89 | 162.77 |
| 6 | 51.39 | 106.53 | 154.62 |
| 7 | 32.46 | 102.72 | 160.61 |
| 8 | 55.36 | 107.39 | 108.88 |
|
| | 73.50 | 141.45 | 209.40 |
| --- | --- | --- | --- |
| T | 62.09 | 106.43 | 152.24 |
| T | 53.43 | 98.76 | 98.76 |
| T | 42.52 | 102.84 | 157.64 |
| 1
|
| wirei | Delays | | |
| --- | --- | --- | --- |
| OLC | FPC | FOC | |
| 1 | 55.36 | 107.43 | 107.73 |
| 2 | 32.20 | 102.71 | 159.65 |
| 3 | 51.40 | 106.65 | 154.59 |
| 4 | 51.06 | 101.91 | 162.61 |
| 5 | 50.79 | 101.89 | 162.77 |
| 6 | 51.39 | 106.53 | 154.62 |
| 7 | 32.46 | 102.72 | 160.61 |
| 8 | 55.36 | 107.39 | 108.88 |
|
| | GradualandSharp | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Video | TP | FP | FN | P | R | F |
| 01811a | 60 | 7 | 4 | 0.896 | 0.938 | 0.916 |
| 6011 | 40 | 96 | 81 | 0.294 | 0.331 | 0.311 |
| 8024 | 85 | 22 | 21 | 0.794 | 0.802 | 0.798 |
| 8386 | 113 | 10 | 5 | 0.919 | 0.958 | 0.938 |
| 8401 | 26 | 5 | 5 | 0.839 | 0.839 | 0.839 |
| 10558a | 122 | 1 | 8 | 0.992 | 0.938 | 0.964 |
| 23585a | 149 | 10 | 16 | 0.937 | 0.903 | 0.92 |
| 23585b | 103 | 3 | 1 | 0.972 | 0.99 | 0.981 |
| 34921a | 70 | 4 | 5 | 0.946 | 0.933 | 0.94 |
| 34921b | 91 | 10 | 8 | 0.901 | 0.919 | 0.91 |
| 36553 | 200 | 21 | 14 | 0.905 | 0.935 | 0.92 |
| 50009 | 44 | 28 | 14 | 0.611 | 0.759 | 0.677 |
| 50028 | 81 | 17 | 12 | 0.827 | 0.871 | 0.848 |
| UGS01 | 164 | 8 | 12 | 0.953 | 0.932 | 0.943 |
| UGS04 | 218 | 25 | 5 | 0.897 | 0.978 | 0.936 |
| UGS05 | 21 | 6 | 9 | 0.778 | 0.7 | 0.737 |
| UGS09 | 169 | 12 | 24 | 0.934 | 0.876 | 0.904 |
| Total | 1756 | 285 | 244 | 0.86 | 0.878 | 0.869 |
| 0
|
| wirei | Delays | | |
| --- | --- | --- | --- |
| OLC | FPC | FOC | |
| 1 | 55.36 | 107.43 | 107.73 |
| 2 | 32.20 | 102.71 | 159.65 |
| 3 | 51.40 | 106.65 | 154.59 |
| 4 | 51.06 | 101.91 | 162.61 |
| 5 | 50.79 | 101.89 | 162.77 |
|
| 6 | 51.39 | 106.53 | 154.62 |
| --- | --- | --- | --- |
| 7 | 32.46 | 102.72 | 160.61 |
| 8 | 55.36 | 107.39 | 108.88 |
| | 73.50 | 141.45 | 209.40 |
| T | 62.09 | 106.43 | 152.24 |
| T | 53.43 | 98.76 | 98.76 |
| T | 42.52 | 102.84 | 157.64 |
| 1
|
| wirei | Delays | | |
| --- | --- | --- | --- |
| OLC | FPC | FOC | |
| 1 | 55.36 | 107.43 | 107.73 |
| 2 | 32.20 | 102.71 | 159.65 |
| 3 | 51.40 | 106.65 | 154.59 |
| 4 | 51.06 | 101.91 | 162.61 |
| 5 | 50.79 | 101.89 | 162.77 |
|
| 50009 | 44 | 28 | 14 | 0.611 | 0.759 | 0.677 |
| --- | --- | --- | --- | --- | --- | --- |
| 50028 | 81 | 17 | 12 | 0.827 | 0.871 | 0.848 |
| UGS01 | 164 | 8 | 12 | 0.953 | 0.932 | 0.943 |
| UGS04 | 218 | 25 | 5 | 0.897 | 0.978 | 0.936 |
| UGS05 | 21 | 6 | 9 | 0.778 | 0.7 | 0.737 |
| UGS09 | 169 | 12 | 24 | 0.934 | 0.876 | 0.904 |
| Total | 1756 | 285 | 244 | 0.86 | 0.878 | 0.869 |
| 0
|
| | MSE | PSNR | SSIM |
| --- | --- | --- | --- |
| Noguidance(Baseline) | 0.0316 | 20.32 | 0.7934 |
| Onlystructureguidance | 0.0215 | 21.71 | 0.8671 |
|
| Onlytextureguidance | 0.0118 | 23.23 | 0.8201 |
| --- | --- | --- | --- |
| Doubleguidance(trainedseparately) | 0.0059 | 24.78 | 0.9078 |
| Doubleguidance(fine-tuned) | 0.0051 | 25.07 | 0.9152 |
| 1
|
| | MSE | PSNR | SSIM |
| --- | --- | --- | --- |
| Noguidance(Baseline) | 0.0316 | 20.32 | 0.7934 |
| Onlystructureguidance | 0.0215 | 21.71 | 0.8671 |
|
| | Scale128×96 | Scale144×112 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | PSNR | SSIM | MOS | PSNR | SSIM | MOS | PSNR | SSIM |
| SGEN | 22.37 | 0.6555 | 4.4833 | 23.08 | 0.6863 | 4.7833 | 23.61 | 0.7006 |
| SGEN-MSE | 23.00 | 0.6989 | 4.3667 | 23.60 | 0.7161 | 4.5000 | 24.12 | 0.7327 |
| SRCNN | 21.72 | 0.5923 | 1.0000 | 22.22 | 0.6094 | 1.0667 | 22.69 | 0.6236 |
| SRResNet | 22.73 | 0.6827 | 3.0333 | 23.29 | 0.7016 | 3.0667 | 23.81 | 0.7166 |
| SRGAN | 22.29 | 0.6486 | 2.9444 | 22.78 | 0.6796 | 3.0000 | 23.43 | 0.6927 |
| RED-Net | 22.77 | 0.6809 | 3.6667 | 23.32 | 0.7001 | 3.6333 | 23.83 | 0.7147 |
| URDGN | 22.54 | 0.6688 | 2.8667 | 23.10 | 0.6885 | 3.0667 | 23.56 | 0.7044 |
| 0
|
| | MSE | PSNR | SSIM |
| --- | --- | --- | --- |
| Noguidance(Baseline) | 0.0316 | 20.32 | 0.7934 |
| Onlystructureguidance | 0.0215 | 21.71 | 0.8671 |
| Onlytextureguidance | 0.0118 | 23.23 | 0.8201 |
|
| Doubleguidance(trainedseparately) | 0.0059 | 24.78 | 0.9078 |
| --- | --- | --- | --- |
| Doubleguidance(fine-tuned) | 0.0051 | 25.07 | 0.9152 |
| 1
|
| | MSE | PSNR | SSIM |
| --- | --- | --- | --- |
| Noguidance(Baseline) | 0.0316 | 20.32 | 0.7934 |
| Onlystructureguidance | 0.0215 | 21.71 | 0.8671 |
| Onlytextureguidance | 0.0118 | 23.23 | 0.8201 |
|
| RED-Net | 22.77 | 0.6809 | 3.6667 | 23.32 | 0.7001 | 3.6333 | 23.83 | 0.7147 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| URDGN | 22.54 | 0.6688 | 2.8667 | 23.10 | 0.6885 | 3.0667 | 23.56 | 0.7044 |
| 0
|
| Methods | VOC2007<br>16bits32bits48bits64bits | MIRFLICKR25K<br>16bits32bits48bits64bits |
| --- | --- | --- |
| Ours | 0.79630.86960.88650.8929 | 0.47250.52450.54000.5552 |
| One-Stage | 0.78080.82960.84460.8530 | 0.44130.50960.53920.5550 |
| ITQ-CCA | 0.77040.80070.81390.8146 | 0.44980.47190.48660.4921 |
| ITQ | 0.68480.67680.67830.6766 | 0.37340.39340.39660.3982 |
|
| SH | 0.54040.50130.47960.4697 | 0.30960.30460.29980.2959 |
| --- | --- | --- |
| Ours | 0.70650.75900.76740.7731 | 2.67512.83532.89512.9282 |
| One-Stage | 0.70070.73230.74070.7483 | 2.60832.83022.91412.9642 |
| ITQ-CCA | 0.64180.66580.67800.6779 | 2.47852.53142.59642.6149 |
| ITQ | 0.58230.56950.56760.5661 | 2.19642.25682.26502.2747 |
| SH | 0.45700.42180.40440.3982 | 1.83941.76681.72151.6894 |
| Ours | 0.79970.86180.87840.8830 | 0.79940.83170.83660.8361 |
| One-Stage | 0.74880.79950.81710.8259 | 0.77270.80590.81360.8179 |
| ITQ-CCA | 0.69130.72640.74040.7396 | 0.70150.70530.71740.7254 |
| ITQ | 0.58450.57470.57690.5741 | 0.68040.68220.67960.6795 |
| SH | 0.44320.40710.38750.3799 | 0.61740.60570.59940.5952 |
| Ours | 0.85660.92550.94490.9505 | 2.08772.19262.22712.2294 |
| One-Stage | 0.80070.85950.87940.8903 | 2.04112.15842.19582.2187 |
| ITQ-CCA | 0.73250.77250.78790.7866 | 1.73591.75181.79821.8185 |
| ITQ | 0.62140.61290.61630.6132 | 1.62691.64031.63441.6369 |
| SH | 0.47230.43420.41370.4051 | 1.40771.35981.33241.3150 |
| 1
|
| Methods | VOC2007<br>16bits32bits48bits64bits | MIRFLICKR25K<br>16bits32bits48bits64bits |
| --- | --- | --- |
| Ours | 0.79630.86960.88650.8929 | 0.47250.52450.54000.5552 |
| One-Stage | 0.78080.82960.84460.8530 | 0.44130.50960.53920.5550 |
| ITQ-CCA | 0.77040.80070.81390.8146 | 0.44980.47190.48660.4921 |
| ITQ | 0.68480.67680.67830.6766 | 0.37340.39340.39660.3982 |
|
| Methods | CIFAR-10<br>16bits32bits48bits64bits | NUS-WIDE<br>16bits32bits48bits64bits |
| --- | --- | --- |
| Ours | 0.83370.85550.86470.8690 | 0.74580.77480.78310.7898 |
| DTH | 0.81670.83840.84920.8532 | 0.73250.75330.76250.7684 |
| DSH | 0.82320.82680.83700.8327 | 0.71300.71790.71500.7210 |
| FastH | 0.63570.68100.69930.7097 | 0.71190.73870.75030.7560 |
| ITQ-CCA | 0.61030.63480.64670.6577 | 0.70260.72200.72680.7297 |
| KSH | 0.40300.42450.43600.4423 | 0.69780.71360.71470.7175 |
| SSH | 0.22130.17900.16560.1587 | 0.49840.46070.44510.4356 |
| ITQ | 0.29050.31200.32380.3292 | 0.58380.58540.58640.5870 |
| 0
|
| Methods | VOC2007<br>16bits32bits48bits64bits | MIRFLICKR25K<br>16bits32bits48bits64bits |
| --- | --- | --- |
| Ours | 0.79630.86960.88650.8929 | 0.47250.52450.54000.5552 |
| One-Stage | 0.78080.82960.84460.8530 | 0.44130.50960.53920.5550 |
| ITQ-CCA | 0.77040.80070.81390.8146 | 0.44980.47190.48660.4921 |
| ITQ | 0.68480.67680.67830.6766 | 0.37340.39340.39660.3982 |
| SH | 0.54040.50130.47960.4697 | 0.30960.30460.29980.2959 |
| Ours | 0.70650.75900.76740.7731 | 2.67512.83532.89512.9282 |
| One-Stage | 0.70070.73230.74070.7483 | 2.60832.83022.91412.9642 |
| ITQ-CCA | 0.64180.66580.67800.6779 | 2.47852.53142.59642.6149 |
| ITQ | 0.58230.56950.56760.5661 | 2.19642.25682.26502.2747 |
| SH | 0.45700.42180.40440.3982 | 1.83941.76681.72151.6894 |
| Ours | 0.79970.86180.87840.8830 | 0.79940.83170.83660.8361 |
| One-Stage | 0.74880.79950.81710.8259 | 0.77270.80590.81360.8179 |
| ITQ-CCA | 0.69130.72640.74040.7396 | 0.70150.70530.71740.7254 |
| ITQ | 0.58450.57470.57690.5741 | 0.68040.68220.67960.6795 |
|
| SH | 0.44320.40710.38750.3799 | 0.61740.60570.59940.5952 |
| --- | --- | --- |
| Ours | 0.85660.92550.94490.9505 | 2.08772.19262.22712.2294 |
| One-Stage | 0.80070.85950.87940.8903 | 2.04112.15842.19582.2187 |
| ITQ-CCA | 0.73250.77250.78790.7866 | 1.73591.75181.79821.8185 |
| ITQ | 0.62140.61290.61630.6132 | 1.62691.64031.63441.6369 |
| SH | 0.47230.43420.41370.4051 | 1.40771.35981.33241.3150 |
| 1
|
| Methods | VOC2007<br>16bits32bits48bits64bits | MIRFLICKR25K<br>16bits32bits48bits64bits |
| --- | --- | --- |
| Ours | 0.79630.86960.88650.8929 | 0.47250.52450.54000.5552 |
| One-Stage | 0.78080.82960.84460.8530 | 0.44130.50960.53920.5550 |
| ITQ-CCA | 0.77040.80070.81390.8146 | 0.44980.47190.48660.4921 |
| ITQ | 0.68480.67680.67830.6766 | 0.37340.39340.39660.3982 |
| SH | 0.54040.50130.47960.4697 | 0.30960.30460.29980.2959 |
| Ours | 0.70650.75900.76740.7731 | 2.67512.83532.89512.9282 |
| One-Stage | 0.70070.73230.74070.7483 | 2.60832.83022.91412.9642 |
| ITQ-CCA | 0.64180.66580.67800.6779 | 2.47852.53142.59642.6149 |
| ITQ | 0.58230.56950.56760.5661 | 2.19642.25682.26502.2747 |
| SH | 0.45700.42180.40440.3982 | 1.83941.76681.72151.6894 |
| Ours | 0.79970.86180.87840.8830 | 0.79940.83170.83660.8361 |
| One-Stage | 0.74880.79950.81710.8259 | 0.77270.80590.81360.8179 |
| ITQ-CCA | 0.69130.72640.74040.7396 | 0.70150.70530.71740.7254 |
| ITQ | 0.58450.57470.57690.5741 | 0.68040.68220.67960.6795 |
|
| DTH | 0.81670.83840.84920.8532 | 0.73250.75330.76250.7684 |
| --- | --- | --- |
| DSH | 0.82320.82680.83700.8327 | 0.71300.71790.71500.7210 |
| FastH | 0.63570.68100.69930.7097 | 0.71190.73870.75030.7560 |
| ITQ-CCA | 0.61030.63480.64670.6577 | 0.70260.72200.72680.7297 |
| KSH | 0.40300.42450.43600.4423 | 0.69780.71360.71470.7175 |
| SSH | 0.22130.17900.16560.1587 | 0.49840.46070.44510.4356 |
| ITQ | 0.29050.31200.32380.3292 | 0.58380.58540.58640.5870 |
| 0
|
| σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.42 | 0.26 |
| 1.0 | 1.40 | 0.85 |
|
| 0.3 | 4.01 | 3.65 |
| --- | --- | --- |
| 1.0 | 13.45 | 12.15 |
| 1
|
| σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.42 | 0.26 |
| 1.0 | 1.40 | 0.85 |
|
| σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.40 | 0.22 |
| 1.0 | 1.32 | 0.73 |
| 0.3 | 0.70 | 0.88 |
| 1.0 | 2.76 | 5.67 |
| 0
|
| σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.42 | 0.26 |
| 1.0 | 1.40 | 0.85 |
|
| 0.3 | 4.01 | 3.65 |
| --- | --- | --- |
| 1.0 | 13.45 | 12.15 |
| 1
|
| σ | ave | std |
| --- | --- | --- |
| 0.3 | 0.42 | 0.26 |
| 1.0 | 1.40 | 0.85 |
|
| 1.0 | 1.32 | 0.73 |
| --- | --- | --- |
| 0.3 | 0.70 | 0.88 |
| 1.0 | 2.76 | 5.67 |
| 0
|
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